{
 "cells": [
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-06T02:47:38.371264Z",
     "start_time": "2025-06-06T02:47:37.994247Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from sklearn.datasets import make_swiss_roll\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 生成瑞士卷数据集\n",
    "X, color = make_swiss_roll(n_samples=1500, noise=0.1, random_state=42)\n",
    "\n",
    "# 可视化原始3D数据\n",
    "fig = plt.figure(figsize=(8, 6))\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "ax.scatter(X[:, 0], X[:, 1], X[:, 2], c=color, cmap=plt.cm.Spectral, s=50)\n",
    "plt.title(\"Original Swiss Roll (3D)\")\n",
    "plt.show()"
   ],
   "id": "340426d2b19ce95",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 8
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-06T02:47:39.483278Z",
     "start_time": "2025-06-06T02:47:38.467264Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from sklearn.manifold import Isomap\n",
    "\n",
    "isomap = Isomap(n_neighbors=10, n_components=2)\n",
    "X_isomap = isomap.fit_transform(X)\n",
    "\n",
    "# 可视化\n",
    "plt.scatter(X_isomap[:, 0], X_isomap[:, 1], c=color, cmap='Spectral', s=30)\n",
    "plt.title(\"Isomap\")\n",
    "plt.axis('equal')\n",
    "plt.show()"
   ],
   "id": "d15d797694dffc5b",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 9
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-06T02:47:39.704804Z",
     "start_time": "2025-06-06T02:47:39.515278Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from sklearn.manifold import LocallyLinearEmbedding\n",
    "\n",
    "lle = LocallyLinearEmbedding(n_neighbors=10, n_components=2, method='standard')\n",
    "X_lle = lle.fit_transform(X)\n",
    "\n",
    "# 可视化\n",
    "plt.scatter(X_lle[:, 0], X_lle[:, 1], c=color, cmap='Spectral', s=30)\n",
    "plt.title(\"Locally Linear Embedding (LLE)\")\n",
    "plt.axis('equal')\n",
    "plt.show()"
   ],
   "id": "aadeb5f7098cbdc3",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 10
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-06T02:47:42.131854Z",
     "start_time": "2025-06-06T02:47:39.713803Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from sklearn.manifold import TSNE\n",
    "\n",
    "tsne = TSNE(n_components=2, perplexity=30, learning_rate='auto', init='random', random_state=42)\n",
    "X_tsne = tsne.fit_transform(X)\n",
    "\n",
    "# 可视化\n",
    "plt.scatter(X_tsne[:, 0], X_tsne[:, 1], c=color, cmap='Spectral', s=30)\n",
    "plt.title(\"t-SNE\")\n",
    "plt.axis('equal')\n",
    "plt.show()"
   ],
   "id": "ba32b1bfe50269b0",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 11
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-06T02:47:59.718676Z",
     "start_time": "2025-06-06T02:47:42.164852Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import umap\n",
    "\n",
    "umap_model = umap.UMAP(n_neighbors=10, min_dist=0.1, n_components=2)\n",
    "X_umap = umap_model.fit_transform(X)\n",
    "\n",
    "# 可视化\n",
    "plt.scatter(X_umap[:, 0], X_umap[:, 1], c=color, cmap='Spectral', s=30)\n",
    "plt.title(\"UMAP\")\n",
    "plt.axis('equal')\n",
    "plt.show()"
   ],
   "id": "73d20ab477f5d197",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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bYSXCii2Lr/HinwZLNwdz96iAUZQjEBUviqIcFuXNF4ci6Z00KmM2pJYxJ/O7pL3j4n5JpihcKi0L6QmeH5UxFUWZPKh4URTlsDC0YoxfV8AUpnlScfG5URnXGJJ+Bs/zKnoeDRiZvN2GldyojasoysSj4kVRlMPCmCSGxWA8TNVLisES4ZmFdUTGoRPYHeSi9cPa9lAznBRFmdyoeFEU5bDxzEoMc+NKt07EeMbH4BFJiDHNpLwzRnXMXLRuuNbhmYZRHVtRlIlFexspinLYGOORMKdjbSfWrMfKwbhRYpKkdwK+WVIlJuXwiOgGBINXt3VAwszAGL3UKcqRhH6jFUUZNTyvDY+zx2csGojoGnK7Bn/lOFijKMp4otNGiqJMSdL+sQAVU1XluKVpMoljJ8I8RVHGEPW8KIoyqohEWNmF0AOk8M0CjMmM+jgpbxlJbyOB3Q3GTRsZ/LItPFqTV+iUkaIcgei3WlGUUcPKPgL7AhAVewxF8jqeWUbSO3lUxzLGoyV5BdloLf3hG1iyuBiYFCl/CY3+afhey6iOqSjK5EDFi6Ioo4KVHgL7HIKNC/WXr9tMaH0S3gmjOqYxPg2J08j4pyIEGBKDAoPz0U76olcJ7V7AI+0vo9E/Bc+0kLNb6A9fI7SdeCZDQ2IlDf7xFd6abLSd3uBVArsfQ4oG/zh8bzq5qB3B0uAvwUpE3nbjeymak4vwta+SoowpKl4URRkVIruxKFwGIiKEsgFkNgl/5mGPJRKSs+vIRRsQ+jBkSPvHkvaOpzyUry98jd7wGVxLSOcLykbr6A83kPIWkLObi+us9NIdPEV/uI7p6XfgmRRd+efoDlYjAhYQgd7wWcAgIhhj6JA1BBZCiVsT4DO38WxmZU457PNUFKU6GrCrKMqoYNlTs8quMa6zdCBPYOXAYY0jEtITPkw2egmhF9cGoJ9s9Ard4QOIBABEtjsWLlDsCll8H8bCZeA6COUAvcFqsuEOuoPVGMD3wAciMUixwWShnxKkfEh6Fi9uSbC772kOZF8/rPNUFKU2Kl4URTlsrGSBcBhbCvlo7WGNlbPriaS9hh2dZCMnGrLRBqghpurVhQGhL3ydjvxDFXsXemdXqxIsAgkDxgi+cRfW3X3PIlJvHEVRRoqKF0VRRoyIYGUzwmND9jYq9DcSDpAPXyGI1hLaHYd8g89HG+pZRN669ZF0H9JxK48SuOko4zwrAJGtfX6F7cq3EAJ292lTSEUZCzTmRVGUESNsRXD9hTzjE9UQIsYYrETFzxFvuemXwhwMSRJmEQnvWDzTVHdMS/8QNuUQsXimcdjnMfgYUmNN/d5MxrhTMnGIzf7cy8zMnETKbx6xLYqiDEY9L4qijAiRoChcwAkUv0ZNFSdcSoLAiYNygRAQymay0cNY6aw7rsdQNWMSRNJNxj+WgfEsRVuHECHVRIpvqHk8KHXOLh4hPkRHfrg9mBRFGS7qeVEUZYS8zMCbuTEePskKcWLwKrwutb0aAkTkohdJescR2i0IOTzTTMIsw/dmIyIkvLnk7VvVjyACBHQH92BIkzbLyMnmAVsZ3HNbNGj/Slsq8T0hjApZS1XiXmoIonw0ePoqtP30hrtBhMbkPJLeyL1EinI0ouJFUZRDR/qBjqqrXLn+0o3cCYraHosBB0boIG+fKy6JpItIduDbY7AEhHZL9T2Lno9CbE2OiJ14JACDjQOKU94iEmYOPeFzNewyeCSK2xfwDKR8IR+ZeLxKqwUXtJsvy0gCQ8IrdbS2ErG77xkO5N6oGDvltdKWWsbM9Kkk/NGvRqwoRxoqXhRFGQFbGSr+AwoBvSHldVYOHbdfKOuxRBhj8MSPBYMdMF0zeAzPOM+Ph0fCLKAlcQV52RoLLFPhCSqILgF8M41IOips94CUJ2TLnDYS75Xy4q2s88wUon+mpUq9lXb2PkFHvjTVViBvO9mffYmu/BqMaWFJyztJeRonoyi10JgXRVFGQE/x5j80HknvNA73WcmWpTcbY/CMh4cPxSmq2uLIGNfzKJSddAcPkTRzKdhuyv4rbQ8tibNpS11O0sxChGKhOgskPOeJ8QwkPSEZX0nddgXhYpiZPplMYgYAuairqnCJR8QW7elmU9cP2d79MEFUPzhZUY5W1POiKMoIcLdnDw9bJ3bEBfFm8FiEeDlC+8ZhjDlSz03sUTEeIpZAdtAfvkzSm01g91U5rsE3LWQSyzHGI+nNZl//j8nbktwpCJcK6wTytuRxaUrMYF7jecX1PcG2IWy0xSDfhIGs3cCGrg34Zj5LWi4m47eN+PwV5UhDPS+KoowA99xjMHj4eHhl/gsvXuYDGTzOxpgECbOShDkOM+Rlx+AZfxgZQcPHeWr82ANjyNo3iOQAnvEweLFNbjzfTGNa6rqyHkmCMU5QFKJpBiQWOY8LbhIq5QkZz2NJ8zsqCtq5oOXq5+QhZHy3trxmTNoHK7t4s+MueoI95KJuIpsftd+LokxV1POiKMoIKJtiiaePKgu0FWJEFmGMi90wxpD0TyIhxxDa3VjaiWQPkC87lldWdt+LC9i5AnceiTjOpeTpMcaJp/JspqFs9U0CK2HRxsJ4SbOQxsQpJL15FaIjYdpceraXBQuRuDMsHFdEEAyhBc8Ykl4T8xvfge+lKqxoTMyluvdISPkFW8qsjt8nPQglYFPXPVhci4JpqaUsaDqHjN9a57wV5chFxYuiKCOgflVcY0wcSLsZkYUYkypblybpL0VkCTn7ACJhcZ9yihV5pSQyDIZogFBxnhOpUfLfVBy3YJdnEkRxD6QCkewn6c0ZZIcxPk3J0+kOni5OF0mZXRhI+8eR8FpJ+3No8BdVbSHQmJhDxp9FNtpPuYipNgU1kIRxzRc8cS0IOvJb6Aq2M69hFSm/BZGItN9KU2Ju1bEV5UhDxYuiKIdOwftQvE+WuwwouzcLsA9YOPgQEgLZmjdbJzRs8X0BD78izqbgfRExxQykgiHVjl307EhlppGQI5IOEmZw1+umxGlY6aM3fJlCiK/roJ1mZuY6Uv68qucwcNylLVexqevX5G0npTo4Q2OMgLgtLbGAkohdfatj2+NzECcO21KLWNJ0HklNu1aOUEYc8/Lb3/6WG264gQULFmCM4a677iquC4KAP/3TP+XUU0+lqamJBQsW8LGPfYydO3fWPebXvva1YvfZwuuEE04YqYmKoowF9i2QgxRTcICKbB8pL0RngJKHw6VObyG0jxLJg3gk8PCrxsGUe1zKMcUso/JlxsWoGLfevQ69im7NLY2hNXU+szMfpiV5Lk2JVUxPX8m8xt8ZlnApkPSaOK7tPcxMH0cijqNJmKEDkUVc34Fyn1MxNmaA50Ykx/7sRl7c/0M2dD6izSGVI5IRi5fe3l5WrVrFt7/97UHr+vr6WL16NX/+53/O6tWr+dnPfsabb77Ju971riGPe/LJJ7Nr167i6/HHHx+piYqijDbRG8AmKrKkCyImflVW0BWgMd5MsPISVt6g4HEZGOBbeF8Koq2OMR5mgOhxmU1NeGZ4WTkDK/0a0vhmWt19El4LzcnTaU2dS0Pi2GIK9qFgjMe8xouZ3/Q20r6HP4yrsJUaXq6YwuqCXvPiVgYH85t49eDdKmCUI44RTxtdf/31XH/99VXXtbW1cf/991cs+9a3vsW5557L1q1bWbJkSW2DEgnmzRv+k4yiKOOEHATZClEEYsF47uW5TB3BuOmNiptrCpjldmcfwp6KQxZiUKRYGcVU/PRJElEZm1Lct6LAnFNTDf75+GYWgd1BX/RY9dMoVvytFC8NiVNGJEZGgjGGttQptCZPpD/cRXewjt5wY6mpI6UGj4EF3zNxa4Jax6vcRyxYMUQWclEHT++9k0VNp7Go6VSNiVGOCMYtVbqzsxNjDNOmTau73fr161mwYAErVqzgIx/5CFu3bq27fS6Xo6urq+KlKMoYEL4MUeDujn4SPL/irmkG+TI84NRiyrGVHTUOXKN5YnzsgVNE5evjovwkvRU0Ja4h4c3GGEPKX0SDf25hy0H7Dgz6TZgZZLzja9g3dhjj05hcxNzGK1jQ+C4yZVNQFshFrnhdebuBoSjUmwmlFFUTScCWntW8cuDX6oVRjgjGRbxks1n+9E//lJtvvpnW1tqpfeeddx6333479913H9/5znfYtGkTF198Md3dgxubFbjttttoa2srvhYvXjwWp6AoRzc2D7Yn9rT4lQEXgAt0EffITxOwBHgbpmIKp3q12NqNGgsZRpWXKREpvhJmKc2Jm8j4Z+KZlort0v4xNCeuJmkWYchgaMJnFiI2rkrjFaephC56wkcGdYYeTzKJuSxsvoHlLb9Ha+J0QusRiSlOB3mmfhXhgumBpejHKokd97Mr2MuO3tfG7BwUZbwwMgrfVmMMP//5z7npppsGrQuCgPe+971s376dRx55pK54GUhHRwdLly7l7/7u7/i93/u9qtvkcjlyuVzxc1dXF4sXL6azs/OQxlIUpQ75F0F2Oo9LrWmHwpyFdxaYGYNWh/ZpoHPQ8vo1WuJ9JaB04/YwtJA0J+PHnpbhENkeuoJf4orOGUqp2BaLjT0SSRoTp9GYOLmsSN34051fx97+R4mEooAByNpKMVKgUCTP2sI29X8ny1vOZEGjTiEpk4uuri7a2tqGdf8e01TpIAj4wAc+wJYtW3jooYcOWUxMmzaNlStXsmHDhprbpNNp0un04ZqqKEotwo1gd8QxLsO42dk14F0MJlmx2KMZWyFeCv2EXCG6WgiCbxKICEnvPDwz65Bvulay9IS/oSBcoKwWjQFrCx2kc/SGz9EfrmV6+kb8so7Q40lTcjle9gmMCfFEiOI06bQn5GzJ2yXi8tLlEKeWtvaspjO/jxOmXY43gSJNUUbKmP3VFoTL+vXreeCBB5g5c3DthKHo6elh48aNzJ8/fwwsVBRlSKQfglcPJasYiEB2VVlemkIyhXYCcYPFmsNXFHNrOyRPSznZaC1CrkradZztZArVe13wcEQP7bl/JYwmJobOM0nmNFxOQeCZOMDYM5DxhKSxJIyrvtuaXIIhiZXy6r9D05Hbxpr2ezQGRpmSjNjz0tPTU+ER2bRpE2vWrGHGjBnMnz+f973vfaxevZp77rmHKIrYvXs3ADNmzCCVctU2r7zySt797nfzuc99DoAvfOEL3HDDDSxdupSdO3fy1a9+Fd/3ufnmmw/nHBVFGSlh3ExQBIxQkQ5TEwMMiFMTi4nToQvdoYseEDwGel8Gx8GkSHinj+gURIS8favuNp7xiWRgz6CI/fmfMTv9YbwBpf7Hg6bkMhZ6N9GRe4W+cBtWIidOTETCGJoTS5nZcAYZ3z0Y7u59ne19zxFFEbasfcFADDihY6ErOsCju75P0mvg2Nazmdu4YtzOT1EOhxGLl+eff57LL7+8+PmWW24B4OMf/zhf+9rX+MUvfgHA6aefXrHfww8/zGWXXQbAxo0baW9vL67bvn07N998M/v372f27NlcdNFFPP3008yePXukZiqKcjhIFjCl1GgbgV/lsjEodK4sQ0g6QV7GkIc4RLZcnBhj8EkgWKwUREypTK/HchLeCowZabXYMH5VxxhTx1kR0hk8xPT0dSMc+/BI+7NoTZ1AYA+Si/bjAYKhKbGIuU0X45vSlPm8phOZ2bCM9R2/5UB+J9QQMCIQFjPM3fp81M/rHY+xo3c9p8y4lJRW5lUmOaMSsDuZOJSAH0VRhiBYD2GcneL5pdou5VM9xgz2yBSCdiUL8jSU1Ya1FW0FqlMexOubq2rWXxEJ3XQQKcyAGJvSNkJX8G9IjXoxhTozgc3WsMYwO/MRvBGLp5HTH+5iV9+vXIG/eJlInE0kHq3JE5iePpG+aB/7+jfSGewp1gssa6BQ+n8sXOo1JhBJcvbs62hJDQ66VpSxZNIE7CqKMsVJLIbwdUCc18XE00fGlgkYUylmmAlMd29lO1Alm6j2rAYiUlaAblqFcBHpxcpBRCIi2UfETgqJwR7zSfmn4JmmiuMZY0h5x5Kzb1DLxRJJbc8MCIHdT9of3J9prNmffbooXAoZRVLscSTsz79Oe+4NQoF85BFVCBOJk6VLbRZs2f7VcMIo4MX9D3Hh3Hezt38bu/o24ZskK1pPoSU1bSxPV1GGjYoXRVFqYzKQPBUC15AQsXEtF+M8MX7GCRm3MbAAvOPLvDD7axy3zpCmkDkjeLjeZiIBgX0JYU98Mx8sNiy7yUbtZPzLBgmYjH8ygezCSkdpYdyDyRJh64qXQlzO+BLaHnJRe+xlKQmXYgsAcW0AAoQg9EpTQWW1XQrNGjwGtKKqgwFyUR/3b7+zInZme+9beMbjbbOvY3rDrFE7T0UZCSpeFEWpT2I5mCYIN4DdjxMu8yB5HJgWoAvnXWkBM8zA1jqeF4fB41w8rw0RIbDPIXTEu1bPjnFZMwH56HUyibMrj2aStCSuImfXkYs2ImTxTCOh7SSS6tNJJUtSJL05ZeMIVnriFO7mMasH051/w40fTwGVCxcozdYlDYRSEiwDrS/4YuonpJdwIqkQNF06XqGi8RN77+Wkaeexom38KxIrSgEVL4qiDI0/x72qMq3OjjOBnoolHsY90Q8QMKasIqwxzZi4SaJwAOFgcbuB4qUUtufSiSPZSi5sJOWfUCEsjEmS8U8m459cXNYfrqE/fJVActS6tTcnzyxOXfWHG+jOP4WlPD7Gp9k/g6bUqRgzOpdUKyGd+ZedTcbAAOFSOqfSdFI9NWhxvY4Kv6paSWPGuEJ3haNV+40Y4NWDz9AT9HBs24k0JhsP4cwUZXRQ8aIoythhFlWNezFQjJOpXrelF9gLzMXKXmreSmvUNQnlDaJwPw2JC+t6RjL+KiAF4RpCyQ4QRgmaE2fSEIudvuA1uoInB40nhPREz9PT/yLTU1eTThx+i5L+cBuYMO66UN58cjCutks9N1bpd2fKfo3VmkCWH6tW9RdjDJ4IG7peY33X6zT5zVy+8DrSCc1QUsYPFS+KoowdJgOcDvIyEFAKJDXVH/1jrLUIryBsBvoHdJAuUSk2TIUQEmknb18h7a+qbZ4xNCROIuMfTyj7iGwnlgjPNJLyFuLFGUxWArqCp6kmlArF+4WQA/lf02zPoSV1Rs0xh4MlH9tXdcgKvHj02gJGKmJdCpnhxeba8Y/IFkJ8XR2Y2tlIEIgpVv3tDnv5xZZ/48xZ53BM28ohzkxRRgcVL4qijC1mGnAR0I7zqCTAbgUGFoUDK67HkMRl/A1dxewjg48lwuAjRANu6jW8EnYToZlJwltU30TjkzTzSHrzqq7PRVup7YsoWOBs6AmfJenPJOMvqbt9PVLe9PiY4BkTi4ka4xpIeULeFvYYbFl5BlJrcg6nzLiSztxetvWu40BuV7HLdsKkAJ+gRhPNwnhWBvZPEla3P4tIxLHTThz+iSrKCFHxoijK2GM8oDxmZvugwIuBwqVid+PF3aD9OINmsEuiWul/ESEfvYCRmXheZsSNCEX6B41XdbvYA9IbvHKY4mU2SW8m+egAxoirQSyFc449PfGvLxRI+0Jo41gioDRVZGjwp5EwGZJehjkNy5mZWYwxHjMbFjGzYRFWIroDF1PUkpxOZ/4gT+2+t+q/g4jzygwWU268F/e/wJaeLVy24Cp8T28vytihf12Koow/ZjawJb6/Fjo8l+qRVGwar3exK+IEjLhpmniL2sPE8y790b1IlCLlryTlHXfIGUK+mX4IWwuB3XtIxx+IMYY5DVeyq++XRLYf3zj/STRANATWwyIYA40JS94aQusBHk3JGSxqOo0Z6cV1RZtnfNpSpdTn6elZLG5aydbedfG/S9lUHJCLanWtdv9O+/rb+dlbP+HaJe+gNaWFQpWxQcWLoijjj1kEdkupAAnV+hmVbV4UOGBMK0kzndDuIYrrtgzlUfG8BFYCctFLRLadhsQFh+SFSfkLMCTKBFMNO+PYHEP1isCHQtKbxsKm99MTvElv/i0seQwZUv4smpPH0JBwU1yl38vIvErVOHXW25jTuJgX9j0cxxW5339/5FFNuFiBwJZ8U6FE3LvlV7xnxXtJ+ePfF0o58lHxoijK+GMy4J0Jdo1rg1SIKB2yeJ3gMRffOxbfrCAb/hZLb+yZGULA4CF4hLKDUHaSNMOvmGuMwfdShNaJFykEHZchZVM2mcQxwz52PXyToS21irZU/aDjsWBu40KuX/IRXm5/mh196138DQxo+ujytFMeZHwnXvIW8hEEYnli9+NcvvCKMbFPOboZ/7KRiqIoAGY6eBeDlE0t1AkrKXgYPOM8DsZkyCSuJGlOqFg/aBgMnvFciq9xnoMg2nRIpoZ2Px4JPBK4SjW1hIv72ZQ47ZCOP1kxxnDarLeR9Hx838XWlAuXhIGU7yr9GuN+pj1oTrppru29u8hFuYk8BeUIRcWLoigTh0mAOROY40rw1+l35MhgTHNpd+OTSpyIZ+oF45qy2A0XA2PrZNMMJLQH6A7uR8jjeR4JL0HCS0HcHVuKtWsLOT1mzKruTgTlv9ekL6R9d74e4HtOtAys/GtwnhgQNndvHld7laODI+cbpijKFMUAJwONFNVLsZBamSDAOLkg2wd5WRLmJNzlzBRfBs+9jKmImXGtB5oZLv3hGiROJS7vcZTwEiRMCt+k8E0Sg49n/His+i0HphrT03OK3qa0LzQnLUlfanu7DCTjX1Vv0DdeZipHESpeFEWZcFxNl3PxmA0FD4zEtVOkIFw8DBGwDngeKWummPAWu2kd4xVf5aJFxHXDLmQfpfwVw7IrF+wkkj34JkHSS7uXycTTRxSnogweXtxCwJDEN8MXR1OB5a0nVwRUe7F3pV68jTHuBtOY0PYByuij4kVRlEmBMT7GrMLjEjxpxiv+F0/DlM9PSDewpizTxsMzc+NaMfUr8Sa8FfimVp8mRxT10BfcR8gzJL0MCS9Z9LoYY0h4yaKAKdof/2xInDBqPY4mCzMzCzhx2rlUBOpW/ByMiCvrt6J1+RhbpxyNqHhRFGVSYUhgymNSqnYQBJFOLA8jsidemClGtFiJsOJ+DuxXlPFOr+sxCMLNZO0DCP1F7w0YPOPjlYkSf4BAEYSUt4DmxFmHfM5TgSUtJ3DpgveS8lJx5d/aLQkkTp2e3zBbU6WVMUHFi6Iok5Chq9kaYzA2wsrLWNkH7CmtK/aoNpRnBrmO1mtqxmpYOUAga2BAddmCiClMERWWuYJ5hQyjc5mWuu6I87qUk/EbmdOwiIRn8E0hSLmsSRKlrPekl+TKRVdPhJnKUYCKF0VRJhfGwDADao0IRgSRlzEmj2cScaG4EoVYDY8EvucjtCMcrHq8IFpftSx+8VjFSr/l5hqS3gKakqccUVlGtVjcfCKCkPAg5dnYA1NAMEZY0LiMdy37wFHx+1AmhiP3EUFRlKmLWQLyWvUpo4oWyV6xpzO4UvcGUzFdZPDx8PG8wo3UILILzIwBhxWE9iGCUE2FU0iwJM0CWlNHTyG21tRMTpx2Aa93PEXSh4Q4gWjFMjezmFWzLlPRoow5Kl4URZmEzAO6Qba5j8VA3ZJyMIXlcddpwcNiMcbDr3vzFNeVutbaOtV6y3swgaEtdQMJ71D6Hh0ZLGg6jhnp+ezs20Bv2EnSSzO/8Rhak7PGrOKvopSj4kVRlMmHMRizEpFZIC8O6kBtBmwL4Bc7Tg8nXqalyjKDZ2ZhZVdNAWOMIbJO+DR4V5Pwph3SaR1JZBLNrGg9faLNUI5S1LenKMqkxZgZGMmADcGGxRJ01RBc/6Kh8fCo3tco4R2Dieu1lAf1FmrFWLFAgkbvBpKJaYdwJoqijCYqXhRFmdyYpU601MgQKm4Gg3oODcbDN2diTPX0Xc/MIuWdgWdSbiqqXMDgkTJn0ZK6iUSi4dDOQVGUUUWnjRRFmdyYBcAWhJ660qTQSKBYnhcwTEdIYLAYpuGZxRiTqTuc7y0iY+a66SOyiE3h+wvwPK1XoiiTBRUviqJMbowH/rmY6DVE9jrvSrV4FMCKxcdz9etpxnB2cRrokIY0SXyzxH1Q/7SiTDr0a6koyuTHJCGxCmNORExlHZdiBpJY15pRBGwzhrNGJFwURZn8qHhRFGXq4C3CsApDgxMtZcKlgAE86cLYnRNjo6IoY46KF0VRphbeLJBTY8FSWZoeKE0p2TdAesfbOkVRxgEVL4qiTEE2Va++OxBZN/amKIoy7qh4URRlCmKH3gRAOsbUCkVRJgYVL4qiTEHmV/Y4qkZxWklRlCMNFS+Kokw9vDlOnFQTMBVBvE3japaiKOODihdFUaYexgDzSllG5ZlHAFEIXgLM8RNinqIoY4uKF0VRpiaJVSAZCIPYC2OdaIkCV9jOWwxHceNERTmSGbF4+e1vf8sNN9zAggULMMZw1113VawXEb7yla8wf/58GhoauOqqq1i/fv2Qx/32t7/NsmXLyGQynHfeeTz77LMjNVFRlCMZYyB5KfjHUryUGQ/8JkicDv5JE2mdoihjyIjFS29vL6tWreLb3/521fV//dd/zTe/+U3+8R//kWeeeYampiauvfZastlszWP+6Ec/4pZbbuGrX/0qq1evZtWqVVx77bXs3bt3pGYqytghAvYgRNsg2g0STbRFRx/GQGIlJK+BxDWQuBoSl4E3b6ItO+LJR1nWdzzLs3vu4bm997Kt+w2sfgeUccKIDBWyP4yDGMPPf/5zbrrpJsB5XRYsWMAf//Ef84UvfAGAzs5O5s6dy+23386HPvShqsc577zzOOecc/jWt74FgLWWxYsX84d/+Id86UtfGpYtXV1dtLW10dnZSWtr6+GemnIkEXVC7k2w+125+eTJkJwG4UYItwOhm2ZIrAB/AdgesFvAdgJJt8yb757ubTeEq0F6ygZIQOIk8BdPyOkpynixs+9N1u5/GlvWBBMMHh5nz7ma6em5E2meMkU5lPv3mDRm3LRpE7t37+aqq64qLmtra+O8887jqaeeqipe8vk8L7zwArfeemtxmed5XHXVVTz11FM1x8rlcuRyueLnrq6uUToL5YhBBPqfg2hL2TIg9zjkAC8ZN/LDCZv8fvDngbRT3qGYcC+wHrwVYF8HCalocywBhC+79ypglCOUzvxu1h54GgESnuDhviFWhEgintv771w6/32kE40TbKlyJDMmAbu7d+8GYO7cSvU9d+7c4rqBtLe3E0XRIe0DcNttt9HW1lZ8LV6sN42jGhEI2yH7MmRfgmAX5N6oFC4DsQHYAUXP7L7CAQccvwfCl5xQGVjg1Rg3fvAK2ByKciTyZsfTeEDKBz9u8O0Z9z7pgSC81lH7gVNRRoMx8byMJ7feeiu33HJL8XNXV5cKmKMQCQ4474ptpyQ4PIx5zb01fv1y8mKpCPqsReEYtY5lYk9N+EbsfYnAawWTHva5KMpkRUToDTrwvcF//4U//YSBA9ld42+cclQxJuJl3jwXLLdnzx7mz59fXL5nzx5OP/30qvvMmjUL3/fZs2dPxfI9e/YUj1eNdDpNOq03hqMVyW6HnkfBjz0nFaLCImIwxouDaUsCRkTcMhEnbLwBjpR6Qmc4PXWirZBf74SQ8cBfCqlTwUz55wXlKOZgdteQXw0PCKwG7ipjy5hMGy1fvpx58+bx4IMPFpd1dXXxzDPPcP7551fdJ5VKcdZZZ1XsY63lwQcfrLmPcvQiNkTavw/d94EXuoVVr6pCKSbdvZcoD0EfhDmI8hD2Q9CPlF9wa1VujQII8+5VbRtrkShA8r1ImEeCLAT9EG6C3FNDl7RXlEnMpp7nhtzGGEj5+kCpjC0jfgzs6elhw4YNxc+bNm1izZo1zJgxgyVLlvD5z3+ev/qrv+K4445j+fLl/Pmf/zkLFiwoZiQBXHnllbz73e/mc5/7HAC33HILH//4xzn77LM599xz+fu//3t6e3v55Cc/OfIzVI5MDvwIJI4rMd4Q3hAL+HEV1sgJkIGIhVw3kmnDIOAN0PVR6ERIeQxMmIVEBhKp+BiCBH0YsUXBZIxx74Mchn1g94KvmRjK1COIsvSGB4e17aKm48bYGuVoZ8Ti5fnnn+fyyy8vfi7EnXz84x/n9ttv54tf/CK9vb38/u//Ph0dHVx00UXcd999ZDKZ4j4bN26kvb29+PmDH/wg+/bt4ytf+Qq7d+/m9NNP57777hsUxKscnYgI5HdC14tAv1tozLCmccQdwHlaag/gPDCJNMbLgOTdsW3kPDXV7An6IciWJvwpmDXQJkGiEBPuUPGiTEl29a3DUJF/VxWDx4rW08fHKOWoZVTqvEwmtM7LkYlICO2/guwm8BOQLIngivc1MMZHrHWZRfUHAgSSiyCZw3jGCRQb1tg83t5GGD85xKEF03AcpM8Z0l5FmUxEErBm38/pi3qxYmLxMligg+H0GdcwLTN/0DEUZSgmvM6Loow6HU9AdrN7P1BuWzuEB8Zz8SxhDjy/ziBlBw52AM2IASPVhQsUpoWAeHposMel/PACXlud8RVl8tAT7GRv/8t0BzuJnC4h6RkCK7GAiRcChe/O7MxiFS7KuKDiRZn0iM1Dz8sUxYVYKq6bUeDiTkRKAqbifVSa2ilfPmig4v/cz7AXko0VQ9WjrnApkFg6jCMpysRyILeObT2PYcVgnTp3raQ8IRI3cSQYyh33njGcMO3iCbNZObpQ8aJMfoJ2oDwTyLppHL/w5ysu+8dP4HKeC9VyIwhyLvjWlD0hxp6SCgbOnooA1gXl+smaXpXitJHI0J4Xb5rWe1EmNfmgjw09vyBvewEoTBDZwuxovJ0x8brCV00MC5tOwffqT50qymih4kWZ/FSrjRLm4qIShWmgOI254CZJzgN/JmRXg1cmGMTGRejMYMESBbFnJi76YhJu+zAHfqqqODHGIFFUPLbg1RY5zReN8BegKGNPZ3Yrm3rvp+RnNEQIoRjKfY+ewU0jlYXutiRns6zl9HG1Vzm6UfGiTDpELPS/Bb3rwOYhNRe8RrB95RtBPuu8Kn7SCQ6vCdouw6QXuk16X6XgFanwtIgtiRgR9z4KK6eZBFe8DpyXRywkMgyKby+IKOPFVXoZJGBEBNJnYhIa76JMTqwNY+FSwGAFQlulki6uim4opQnVXNQ5LnYqSgEVL8qkQESg+3XY9yiEB9010fPcY17feudhGVh7BXHBul4G5nwEM9BlnZzlftrI7T/QI1IoSlcuXMqJ8uAl4nFCyPe4Jo7GA2LBQ1yh1/fKjhkhngd4Li26+WyMP23kvxxFGWO29jwWvyt9D8Jiu6+B3sY49tzE00lAKHkO5LYxK7NsrE1VFEDFizIJEGthy/+F7N7KFZGNp4CSOFdIAvy4/kqB9CKYee1g4QKQnAsm5bw3hX5FA70wQ5UxjwLwyzKUqqVaD/TGJGZjmi8EXz0tytSgM9hKuUgRAakTpm4MeGUxMAC5qHfsDFSUAah4USaeXXcNFi4FBAgCSCWd0Gg5FRoWua7OyVmY5IyahzXGINOuhP2/gqCbYiaR8V12UkHQhLnKz4MMGAJDccqI9PHQdF795o6THZsH+sEkgYbh9XJSpjQi0fBS6uqQ9ptGxxhFGQYqXpQJRWwIHWshikpeEd8bMEVknBcmYSC/FzPjENIxxQ6uqiuRKzznJUpF6aIAEjUygQqelVo38YZTIDEdkoswU/kCbvtAyqoXCy47Sk4Cb+ZEWqaMMZ5pwFKIKaus3VJN1YhUyvqESTEjvXgMLVSUSqbw46Ey1REbwKt/Dfm8Ey/Wup/5AIKwJBpESldLb/h621Xlva/2BoVAXHBenWrp0oVg3sLngTScgml+GyZz/NQWLlEv2MdBeuKA5cIrC6wBu3+iLVTGkDkNJ5epEXHPELXKIcXb2bKvw3FtF+GZegUgFWV0UfGiTAgigrzyPyHqr75BIf3Yj4N2jXFCovH44Q/S+SIEvU4M5YOSd2fYRhZm9CUO6k1RdFYmZkLLZdB8hHQ8lyepOkVWyMzi9fG2SBlHZmdOJOVPr/gT8E3pBiEixWcIcKnSgsHD54S2K5iZWTLuNitHNzptpEwIsuthCHsQY2oXdgsCSMZ/oiJgGmCY3WqldyPs+U3lwkIbgVSysmjdQLd4weNScTMXSB+Habto6GJ0UwkJIVwNxtbZxgJZkH73b6AccfhekuPb3smuvhdpz76OEAGGtsRc2jLHsL33RQKbLZtIcqnUfVHEywceZdXMK5mZWTCRp6AcZah4USaG7Q9Coo5wAeeXLs8OSs3HDMM1LWE37PhJjZXipqRSyVJBOojjX6L68bl+MzDMNgBTAQkg9wT4/bgmTvXOS6iocqwccfheikXN57Gw6RxCyeGbJF5cIHJu4wk8v/deuoO9CK7+i8RF6qxYXmx/gIvmvZdMYgpPnSpTCp02UsYd27e7ZpfmQVTcUOt4B8rpfMkJkZoGWPcqp/l0hvw65HYMb/ypQvgmSGdcUXg4gmzo7t3K1McYj6TXUBQuAB25vXTm9yEYDIaEB16s9AWIRHh5/6MTZLFyNKLiRRl/+va4n9YOrlhbTmKAlyV/ANn+I2T3vUj/9tr7ZXcNbYNI7NmxQBqSMxlSHOU2Ib1rhz72VEAsRJvj98OJA0pVb9OgHPHkoyxrDz7sQs8o9DWCpO8SAB2Gjnw7gc3XPpCijCIqXpTxJxNXvo2DcmsKmFRZ4TkRCLugd4PzrGz9F2T3r6vva1IMWbSi0GlOxLUfaDgO8F3WURRWzz4C6H7WtS+Y6kR7S94psbUFTHH5GeNiljL52Nj1PPkoCzh5H8WJfyIunt590wRB6A26Js5Q5ahCxYsy7pimBXGlXCpTogt4BtIpCCPI5SEXlNKogaKHpHM1dK4ZPEDL8QyruFyBtvMgv9vVerGRu5nbyH2OBthneyE8AtKGg5dL722NVPDi5zbwW8fFLGVyEdo8e/rewlLpl4x7rmOl0BnDSZjEIZQyUJTDQcWLMu4YY2D5e9yHOIBW8gEShEg6CYkEEoROvESxaMnF6c4DY1UOPjN4gOaVkFlITe+LV5Z+3XQKJNtg310u82YghTov5Z6Yqe55sb0UC9GBO68oqPxcwDSCf/a4maZMHvJRP2sPPoyt8yAgZe98k6JJm48q44TKZGVC8GatwmJh40+daChUus3mwfdrT/oEEaTLNHd+PyJRRRaSMR6y6GbYcx90r6XUFiAWLb7nPAnTLnDtBjoeqx/gW2gAacTFffjTD+/kJxKx0P/04McWsXGHbK/UeY8kpC/W9gBHId35/by4/1dYK8P0YRqObVt15GTiKZMeFS/KhOHNOgM742R483uQdQG4pnDjrHYRLJb2tGXtA+LuzQMwfhoW3IiEV0Jur+vT07DQCZuyOi3S/TJ0v8Cwp5kkhNymQyuWN1xsHoJXQA4CKUguA2/R6PZJCndA2A7JGr2cxJZ+FalLVbgchUQ25OUD/06h0u5QXw0RWNB4DMtaThoP8xQFUPGiTDCel0JO+H3Y+M/QvcUtrHXDHLTcQMsJdZ/2TKIZEs0DDhMLl64XYf/94Pn1xx04Zvfq0Rcv2Wch3E7FncIeAO81SF0G3iilKfevASwEWdfLqVaatH8M+FqQ7mhCRNjT9yZbe1YTFTu3D/2daE5O49SZF46tcRNId9DDqwdeZ0v3NkRgcfNCzp69ikxCSwdMJBrzokw4LgbmdyDRONwdAOO6Q8+8aERjig3gwKOFD4eyJ+T3jWjMmvQ/A+E2Bj3i2gjCPsg/fvhjiED3v7veRQXC3OCsKhGgBZInH/6YypRBxLL24G/Y2P00oeTx43Roz8TTuXVY1DQGXshJwo6eXfx4w928sn8dXUE/3WE/aw9u4Pvr/o1t3XXKNShjjooXZVJg/DQsKQvirUZ5d+f0HFj8UUx69sgGzG6FwtNleQPI6tZVeidGs95J1I1E9S6CAtIHtvPwxsmtdZ6cQePnXYftIBsX74sgfb5OFx1FRBKwZv/ddAe7in4WA0UB42q5VP9uJE2GGelF42PoOBPYgF9ve4hwQAdtY1ym1a+3P0ouzE2UeUc9Kl6UyUPrSmhY6N5XS9s1Bha+HZZ9GrPsU5jCtiPB5uPaMRGEoeujVFXEDCybb6BxeP2VhkIkQHoeHNoxbyOIhlF4r+oYgmTXI7lX6teiKwTsevPB0+mio4nNXc/RH3a6uo1U3qiL8e1V2n9FFnrCHI/uupudvZtH1aaO3H5eO7Cal/c/w46ezUR2/FtTrO98i6jseamcwud7tz08vkYpRTTmRZk0GGOQlZ+Crb+Ag2sqVyaaYNkHMM3LR2ewfJerMVO4ComFfD5Oo/bAT8SlRAcIF5OAlnOKS0QE8jsgtwsIwG+D1DxMcmbd4SXohM673OOD31x32+LYh4iIQN8TEGx22VhDHiIJmTMPeRxl6hLaPHv61xNY4l5FBYSEoVhV1y8L3LVAzkLh2VewrNn/OM3JVlpTMw7Lnt6gm2f3PkRXvgsb907ayHp8DGfOvoBFo/X9HwZburbVdUCKwL7sEVDzaYqi4kWZVBjjw9J3I0tuhJ5NEPRAeiY0Lhy1NEzJ7oF9D5aESflxRVxdGTHQNB+C9tK65ByYcSUmOc0Jg47Hof+lOGvHlFKMjUGSC2D61ZgqXgzJ7YTOX8X+58rspxq/FfCWHPqJBtsg2Dz87RvOGL3AYGVK0J3fS95Wd8mF4qaMiu55A4E1TuiIKVbZNfE2m7rfYNXMC0ZsS2DzPLbrXvqjPFRMYEGE8Ny+J9ifPUBzso1ZmVm0paeNeKzh0BfUnxIqVhRQJgQVL8qkxBgPWo4Zm4MffJ5iDmitlGyTgrkfgWA/RD2QaCl6U8QGsPsHQE+lcHGGu5/BLjjwK2TmeyuEiQR7ofOeeNs4y8mGiJcYJGCE+NLtNY4s8ye/vniQQhuF2iLJh+TSQx9DmdLs7FuPiKnyNXDfj9A6AWMM9AUeEsd/lOsdN90k7O3bDvUdjnXZ2r2BbIVwGcxb3a+Ti9z6pJei0W9gVsNsjm1byfT06NZfWtSyiP0HOkb1mMrooTEvytFH/1ZqChdwy6M+iHowqVmYhmWV00AHfgPSXdi4xnHE1VPJb6tc3HF/ab/CY1vQD+KaVBZEhkjcd8n4kLp8ZOcZdZbdB2zpuJVWOhovLIkp5aihPbuzzlqX1ScCfXknXCIBK6a4rvSC/ihPV75jxLZs6Vk/zGpLbqvA5ukMOtnYtYF/33YvG7s2jHjsapw162QKX8NaJLVZ6YSh4kU5Chmmr7fKzVyiXuh7syxde4jpntyW0r5hN9ieKtsJ5HsgzIJEiI1cFlCYBf9E8JNV9hmO/ckBV94qKeFioOkKSB5G8LMyJQmjPJGEQyaWZSMIpDBdNFgAO9xB3up6A4BclOXNjrU8sethntz9KJu6NhDaKu03yugLe0dyGkWe2/sMHbmOwzpGOQk/wbRUW93fzzlzVo3aeMqhobJRmXDEhrD3Gdj7LOQ7IdUGc86DOediRrnRm/RuhuyBUvpErStTeh7Gr1J3Jrf7EAcsu9DntpWNV+UGEOXdq0CiBdIjC1AUm4WgY3CaCLbYiQGxkDoWEnNHNIYytdmX21kRt1INEchbDxtPF3lDKJ2dvVtY3HwMj+96iLCsV9iuvu280fEqly64msZEU5VxLMFhZBRZgdDCXZt/BUBjopFzZp/J8tbDmwqd37CI/blOEl7p91T4uax5MafOPOGwjq+MHPW8KBOK2ADe+GfY8kvo3wNR1v3c8gt447tO2IzWWCKw81dxCfwatV0Kn6edW/0gUU/ZdkP4lBFILSh9NEKlH7re/glM6/Uu9mYkdD3mCtwVitANKkQnrpt0ZuXIjq9MeYyUYleq/RlKvL6QdGfKlkfWvQbuF9iAJ3Y/XCFcCvSFvTy95zECG7A/205H7mCZF8dgrTdkQpyzd0BsmEDeVvoVe4M+Ht31OKv3vTTEEWvzYvs6nm5fS08IPYETR5GFwEJ3APMbj8z6NlMF9bwoE8vuJ6B7c/V13Ztgz5Mw/5LRGSu7C/JxamPhyutVKY+fy8PWnyIzNsH8d1QGueb2lMRAIehXqP7o6jVDpsxzkphZGhOciDJe5f4iYDIw4/3gjUy4iI0g+5Y7fi52xRsPkmnwEq4YnUTQcComMWtEYyhTn9kNC5EDhlCk6FkoYIz7swzLdK8H5EJw/pGSBzHpFQrZOXFhpaxDeRki0N6/n5+/9VPXlBVoSjSxauYZLGlZyoKmJezs3TK4QkHZ/kGVmc+givAq7P/S/lfpzPfwtrln0XAI5fwjsdy/47ni5zAuCVXOY7vXcOrMFcM+pjK6qHhRJpY9T1M7BkXc+tESL+Vz6iKQj69GnomzhuJHygIHXnBxI/OvLS0LDjhRYEO3DlvKOCqvAOw1wfR3Qv8W10Mpv9NV9PWTkEg5ASPiRER5mnX6GGi74vDSwrsec/YVbAHngcn3O1v9pDuHhrNGPoYy5fG9JJ5JIISEIniURIuNCt9KF7CLgZw1A4SLex9YQQwkPWoWdSsE+7rVpe9Yb9jLk3sex2I5cfop7OzbTjaMSPqQKJsXsNYJiGpelxqZ3kXe6t7M9t69vHv5tTQnh25B0pPv4/vr7xt6u7B/GGUOlLFCxYsyYbgCbx2l9zGVno6OkR3b5qH9GTjwPATdrjljW9n8dPljphUKz5OVBwEOPIfMuRTjx09tXkPZ1V1cU0fPx4mYWIC0nAMNJ8Kef4NgX8nvLhLHtQSQbCh5YAxONE2/AZM5vMBZCbPQtzY+btnvsbwYXxSAl8B4Omt8tNOanM3B3C6MMdiyQnRhHEPim7jqrkAktW7SznsTRJAwpurUTyHMqhZr2lfzrmXv5sK5l3H/joeIIjCRFL82njF4A54PYGjh4qyDvrCPp/es5qpF9XuhvXJgI7/e9nRZiQE3JSUSt0qIn1MKoWSCUP2MlbFGxYsyoYiXhqDPPVoVlhkDvu9ETLIyuK/8SUdsCAdfggMvukBfLwlNi2D6GbD7AcjupHQ17oL9z4GfAhs4H3At/3RpMMBC72ZojYVP80ku20hwXhNrwQSlqSQvA01nuzowQXtJoEClgAj6wE/Hosa6V343HKZ4Yd+Ph3dOXuvhjaMcEeQiixXIhiB4GIRQTOxBMfjG4pvCtyi+o1ehWP+FSo9JgaFERjbK0p5t59WD60qBsQWvD4UU7VJBvKZEE71hb3HmdigE2NC5hRWty2lMZJjTMJ1slOetrh1EEjG/cRbZKODX254ujp+PoC8snRuUBIxnoCVh8Iw+AEwUYypeli1bxpYtWwYt/4M/+AO+/e1vD1p+++2388lPfrJiWTqdJpvNjpmNysQg2f3Ia9+FXJXUYREIQySRgCCLvP7/nKfi4OsQdCNeCtJtIFkMecTzXGsBEci1Yw6sKYkh3ysTKbHnA89dCQdl4gygOK1f5pVpPAZMA9i+ypiXwlU23wtdzzkhUp6aUHHcwmNjEE85xfSuhdaRT+VIbo+r7eLXqddSGLt55JVQlSOHnM3RFxkCW/g7rPxbdd4WJ2vq49a3JtvoDTvdkkN0SBzMHmRLz3aStTKfKAgJww3LbqIn6OHFfS+zoWtTzfGMcc8p2cgJoJ9vfgSApJcgGJAMkDRJCuWfAgu9QWGqq/zAgo09Up439BSUMnaMqXh57rnniKLShf/VV1/l6quv5v3vf3/NfVpbW3nzzTeLn3U+8chDohzyyv+CXGf9DcPQ3eD3rXGfPeM8GTYP/W46RjLpykLiUVT5mBfF0zmpRElshNaJG3+Ip6bC315DWVaBzUGuu3D1qgy0jay7wnaurty/6i8hfk4tFy+2v749Q9HxW+fBoY54iasHm4xmSiiQMCnC4nxR9b/XSEwcpVL779kY97U7ftqJrG5/Ggt4A3T7UCnZq9tfcbHkPkURUW07jMfm7h0sa1nIeXPPYWvvTvJRruL4hfeueeTgCkcDhQtA1gZE8TNNNqgeYwOmeHlpz/ZxMNfD9PRwepMpo82Y+rxmz57NvHnziq977rmHY445hksvvbTmPsaYin3mztUaFEcc+16MY1mG8PcOzMO0ZakPxkAijtsoXLEiW90/LQL58q7RAUXvS60c0QJNyzGpttLnsIdiYG8QuuPm42moQgpy0Fn9uOVUuzInptXfpw7SvwN634J8FqKw9vjGQNtlIx5HObJoSrYUA3OrYwBD3pqa1WYLyxv9Rpa3ruC8uRcVRUNfCL0h9EelbavtHwp0BjkiXIxJveLXPUHEL7Y8wsaubaT8JO9d/k7SfqbkmSlMNdnBKdRDEeGea4KqwqVE4dKxrnNk3d6Vw2fcJuzy+Tx33HEHv/u7v1vXm9LT08PSpUtZvHgxN954I2vXrq173FwuR1dXV8VLmdzIgdeoeSUsp+ajF25qpDyCT6QibmbwfpRNJWUAG3tpBhSrKBa3ANKzYPEHKo/jDy6wNQhbFrxb054q6/p3I52ra1QwrXOo/q2w646SFsz1u1dY9nRZPKYHDcce0vGVI5cVrUPX+Sn86YRlX7WBX1/PJLhs4WUYY1jcvJQzZp0NlGJVwAmJ8uMVvrLZCLriKZoodozmo+pjZcNSavQjO5/DiiWTyPD+Y27klBknIjgvURQLouyh1r2TSpuH2BR7iN9VZfQYN/Fy11130dHRwSc+8Yma2xx//PF897vf5e677+aOO+7AWssFF1zA9u3ba+5z22230dbWVnwtXrx4DKxXRgOxIXbdT6D91dKN9lBv8AIYgzGmMsp/OBeRKHaNzz4XvLR7X/CghPEriFOgl34Ijv0DjJ+uOIRJNELTcdR7KgNKj2Z1PTtlAicMXYG+9vuh84Whz6WcXT8e7MQqpEaHQeWy6e/WqVilyMzMbDJ+htpeUKlYE8Y39tjHSBSnML9tztsqGiOuaF2BP6C9RiSQi0oiJRLoyDsPTUEwFFKqc9Z5bUKhKEZyEfSXPZ/0hv3s7nNd35NegnPnnMnHVn6AM2auIuU1kLPDiuWtwDPO++K+IkPvvaJlziGOoIwW4yZe/vmf/5nrr7+eBQsW1Nzm/PPP52Mf+xinn346l156KT/72c+YPXs2//t//++a+9x66610dnYWX9u2bau5rTJxWBsiz94GO58oeTsK6QPVGI4YkTr+5VqkZ8PcS+C433EF2woixOLsSc+Ak/8I03Zi7Zv8nKtcVlG1r49IHCGYG+zRKRczheIZ1kI+54RFgf0PIn07Xbr3EEj3a5UBxQPJZ6G/26VHN5+Lyeg0rFLJJfMvB6ql7QhSzDwqURATkZSmZJoGZAWm/CRnzlo1eDDjBEmhSm1YNqrExy58Fa04b01o3VjVCtRlo8rvSMJLcObsU7hy0YVuuEO4PHg4j49h6Fh+cMJlbuO04Q+gjCrjkiq9ZcsWHnjgAX72s58d0n7JZJIzzjiDDRtqdwtNp9Ok0+ma65WJR3Jd8MLfQL677AYeXywNpYJtA6daqumXiqkiSlM0w7lKNS2CYz7hara0rkBO/WNof95V8jVJmH4izFiF8etXtjWpGciy34P9j0PXqyChq4YbZN1UVIF8AOlUyUYbn7cXv7fVK5ECsOv77hRTc2H6+Zjm46tv1/3q0OctQMu5mLbzht5WOeqYkZnJNYuu56Ed91eU9RcxxamiejQmGpmZmTlo+ckzTiTpJVmz/xX6wr6KPkqRrV4Zt4AlFhGUCt9Vs2VGum3wQqAp4TKBKoL5GXxJiWxco9K4WjIpz6M/ikh51cVSgeZEmt9ZOUrFM5URMS7i5Xvf+x5z5szhHe94xyHtF0URr7zyCm9/+9vHyDJlPJBX/glyXe7GnsuXqtgaA6kkpJMuhqXCKxFXvC3HUBQpEgsCE0aQ8EuZP/U8Nis+Uio2B5hUKyy4YkTnZJJtMO8dyNy3Axb2PQZ7HqncKAhLV8fySXTjx4XqEpBI1Bde+b2w5y4kvBIz7ewR2YqXwkzT1GilNjMyMzhh+imsaV8DHNp0y9mzz6zppVw57ViObVvBrr493Lv1oWKPpHrCpUDhGUdwQqJ8F4NhYdMcpqVbqu47Ld3C7MwM9vQfcHVq4p0Lzz4F704ggBjSntCcauD9Ky7kp289zYFcD0lT3c65Da38wUlX05AYYd8xZVQYc/FireV73/seH//4x0kkKof72Mc+xsKFC7ntttsA+PrXv87b3vY2jj32WDo6Ovibv/kbtmzZwqc+9amxNlMZI+zmf4ee7S6moz9XuVLEiRkRaGyAvn4nQmYe46rWdsc1glJt0LoYene5TB7iSD/fd0XrwgiM83gUfTrxI17xktp2AiZV/UJ3OLiLto90byqdU2llaRK//OJuw/hRzx+Gxyg+3v6HkeYTMWUdeSXogChXfbdymrTzrTI0K1qXs6b9pQFRLm7aJheValD7uEJtSQ9WtCxlacvSusf1jMeCxnm0JJvpCXqKHaCHw9yGWWzvbWfgtFZzsoGrF55fcz8RISoL4K/WriAbORFkDCxtWcR7ll+Mbzw+c/L1PLPnTZ7Zu56+IIcYj+ZEA4uaZnLazCWcOH2BFqebBIy5eHnggQfYunUrv/u7vzto3datW/HKKpAePHiQT3/60+zevZvp06dz1lln8eSTT3LSSSeNtZnKGGDb18KGe9zjzkDhUk5heiWy0LoYc/ofYvwkEvS6WJBUM6bsYiG5DujfDVEe2fkI0r+L8jxJgWJQLwDJNlh209idKEDfjlKr3QIJz3mUqhWpE3EpzUNMUZViZSx0PAezLnOLu9bCjrsBgWQ9EeTBzKtGelbKUURjopFz5pzNs3ufw2AQhHwE2QFCIyL+UxdI+sMr1GaM4ezZq3hwxxPF+JXCdE3NfYB3LLmC7qCXlw+sY2fvPpKez7FtSzl5+jGk63x3dvW1016jtYgxrpGkiSjWo9nZux8/vsZk/CSXLjiFSxecMqxzUyYGI4ealznJ6erqoq2tjc7OTlpbtQT6RGFtCA/8Z0ql7+vEd4CbQoks5sIvYqYfWiqv2BA63kCyByB3EPq2YbLt4DfArDNh7gWY5DBSnEeIiMCLX3XnWU6hMF69K3QqWdlCoHRQ9zMYUEyraQXMugS2/AvFJ1HPc1NngwqNebDgZkx5kT1FGYJdvbtYe+A1dvTtpmdwLbcKEsYJjEXN84c8bl+Y5c71v6IvypKPIFWnliJAiz+dT544spCBZ/a8wlN7X665XuKMprx13pe07/PFVR8c0VjK6HEo92/tbaSMDa/8SykLZjhFE8IIpi+Daccc8lDGS8CMUyakPZqIhde/M1i4wPACieutj6ocs3cTZHdREQFQqKrleyXt0noGzDgfk1ABrxwa85vm05hsYv36Xw69scDL+18fUryICL/a+ih9UbawG5FQ7GQ9kFwES5pG/rc7/HIABgFm1Qj8VSYvOnGnjDoS9MKeshL53jAuJIkMvO2Pp14Nki2/hL6d1dfVquBbQKTkWakIVo73rVp0TyCq0kagkKIdxLVqWk5V4aKMmPJmhHW3M7Crf++Q2+3u38+uuCYLuBnVQr+hgRUFcpHLLDpxev1YmnosHUJMGVMZd3PqzOUjHkuZGFS8KKPPzmfcz4IQKaQY1OOyv8BLZIbYaHIhURban6u9QRTVr2NjxU2n9WdjL4sppVRHdWq3DAdPMyGUkdOaaibpDTGvExPaiId3PE1ka//Nbu/dXVFU0sPVUslZ1zogG7mffbFwaUpkOK5t5B3W5zbOZHZmes0akYEFW7BH4IQ2LW461dBpI2XUkX0Dao8YA8lk7biXM34Xr2HG2Bs22nRvhlod5MCJkEIqd3kdG2NKAcbghMus8zDzrkTy7bD3fujeOHK7UjMgNbjuhqIMF894nDx9JS/uf73udmKd92XtwY1gDJcvKNUS2tm7l9Xtb7Czbx9WooosJmMg7bnZzsAWuleX+MixVx92Rs97l1/JP77+b7hie6VxQyn1WiqQjUJGPxdRGUvU86KMKmJDaH9z8HSJ57mMIr/saa5tKVz8ZbzFU7QGycCpnmoUpnKKWUOUeioVaFwCc129GZOaBfNuYEhXld9ce5s5V0696Tdl0nH+3DNIe9WfbwuOwwAnQCzw6oENdOa6AXh5/3p+/Nb9bOzaTl+YJRsNfnAxBlIeNPrQ4AsGwQNOnb6UmZnDn/LMJNIc33YcfYHz8OQs9ATQH7lmkyVDYGfvgcMeTxlfVLwoo4q8eY/rp1Pt5mmMyypKp+DMT+Fd+ud405eNu42Hi939PPbZ/4G8+i9INlfT8yISP/EFYckLY8uqbRWqcC16Z4XYMIlmaDuV6uLEuNYESz8OLQOq7iZaYeH7MAOXK8oIMMbwwWPeOfivMBYrAyW7AL/Y8ggHc108vPPZeFlpq3q9WAU3jdSQSHLRvFWjcwLAyraFiDGE1hBYU5oqijGxXU/vXT9qYyrjg04bKaPLjqfdDbpe2f7pK/EWvW38bTtMxIbI6m9Cz9bSldgKEkWQTmOSpa9TsQJBkEeMwQS4arrl/msArxXTUKXf0LzrIOiGvk2UnjGsEy6LPwSJBlhwI0TXQK4d/DRkFqjHRRlVWlJNvHf5Ndy16X4iBIPrR1SLg/kuHtu1mmq9kgYm8hewuODZ49oWc+n8M5iWbh4t81nROn9Qdd0Cha9KPoL92Z5RG1MZH1S8KKNL3373Mx+Xvy+U7YdSRszs0XuyGm3EBrDvZaR3p2slMHsVptF1jpV1Py4Jl/L6K7k85PJIMgktTU5AiLiqwuVxLVHepTPH3aQliiCZRXp24DVXBicaL4Us+TD0b4P2p6Bvu+sNFXXChu+6fkoAzStg3uWYhpEHNypKPeY2zuYjK2/k0Z3PsqV7Z90sJBHY3LOjTo9qt80p049hdsN05jXMIuElaU5m6hadGynGGELrspsK4WYFOwvFr0WgYQzGVsYWFS/K6GL80o21cIP34j5Fcb0Xs+CsibEtRvr2QPYApFqhqeStkK7NyKv/DGEvGM/pji2/RuadD8uuh93PDxYu5QQBdHUjmQGNQssf9yJLRV3IoBNe/SY2NR1O/o946WnFVcYYpHcn7H+1sCDuk1Q2LdezCTZsQpZ/BNN63OH9YhSlBs3JJq5fcinfX/8LOvO9Nbcr6PZyoVCNhkQzj+9+k4P5FxCBlmQjF887mTNnHTvq3kODTz6KnOeF0mytkVJX7DNna6r0VEPFizK6zDsNdq2uXFYenNo8H5OemPoj0rcbWfcj5z0p0DgPjn0/ZGYir/xv5x2ByqJzu59y/YiwQxfcC6NSmnO514l4KqnWVT1/EF76W+xZX8Hzk277oBu231vapjz1vHRU92Pb3chJt1S0UVCU0cQzHjcsuYw7Nvyq5jaFpof19UeCR3a9XPFV6A37uHfbc+zqO8A7lpw7qgJm5bQFrD2wrbIrdWH2FvCNxzlzXFVvK5a1B3exubudpOdz2oxFLGiaNmq2KKOHihdlVDHHvR3Z9SLVS1wZOGNwj6vxwGbbYc03weYrV/TtQV75Dsw9NxYuNcRJ+0vuZ7VKugPJ5ku1bYyBlvlI2OE8M6lkHSPzsOMBpHEBsutx6N3hvCy+H5f/B1OtlQBA2A09m6FlxdD2KcoImZGZxsnTj+G1gxurf8NNqbyRP7ClF24KJxvXgxmoxQ3w4v6NnDZzBUuaZ4+azYubZ/HKgW1V1wkQiOFnm15kYdM0Htj+Gh35/qI992x9mTNnLuF3Vp4/7Lo3yvig4kUZVcy0ZXDef0Je/GfIlwXBJZswZ/4eZvr4u2dl93Ow8d+cOBj0RCdOkOxbQ92aojYPXpL64YqFbW3J6yIC3bvcdNrAqznEE+9x/ycM7HzMxd2UE5W8OZJMQjJR/ck01KBDZey5YO4Z7Ozbx4FsF1BZvii08VRM7GScnm6iO3DTTIua5nIwn6e/72BNz4wB1rRvHFXxsvbA9qJHKLSlwGHfuFD4iIgn92wsblNhj8Dq9q00JFLcfOy5o2aTcvioeFFGHTP3VLjmf8LeV6H/ADTMgDmnuB5E44zsfg5Z98OSF6QqFoLa8/hFFlwIWx9yna5rDiil7tJenBoOrs+TDHhyi6zzxlQs64vb3tboFB0EEARIIuFETLknJjUFC/0pU46GRJoPrLiO77z2U8CpASGuWltW+igC3rPsSjKJFL7xSPlJ/vbln9YWLvHyejE1I2Fr9764om4JwRWrM0AyLmpd7dHFeWbgyT0beOeS02hJTa0q4EcyOkGujCpiI2T788gL/w/Z+gJi0jD7pIkRLjZCNg2juRzEOZx15tmTzbDinbD8HfVL/pcH49qy4F5j4hovZVf3gcKl/DjVmjIW07Nj0dOfdRlLGEjPhkbNOFLGh7SfJOM3kbel7szl4WCFItJ5G9KQSJOK47jSfp1pU9yf92imSoNrA1BrslcoeWPqEQm81b1vVO1SDg8VL8qoIf0dRPf+KdFj38RueAT71m+RZ/4J+6svIt27x9+g7i0QlE2l1KuE2zDLCZQaXwmz5Go8L4G3/Fq44M+hoaz8frF6rgwO6LVly4yJp4jilPF6lAudgWMUPlvrBIxJwpL3ao0XZVxZ0jwXicv6D/zztOICfAcKkdNm1I7JKux79uzRzZozpn6sSo1HiAqsUNGbSZl4VLwoo4K1luieP4WOPe4xJRIILRJYpO8g9tH/idSbbhkLorLgXKFuCoRZdAVm1WehsTDXXogi9DHL3g4LLipu6zXNxVz0F5hzvwBtx8SNFOtkIhUK9kGp9kvVjtEDKK/EW7M0qYBtxDTW76KrKKPNmbOOwxLXSomXSfzZisE3CTZ27arY5+zZx9FUpQFr4c971cwVzG8c3enPcKjv2lBul5hj2+YcvjHKqKExL8qoYB/+a8j1VV8ZWqRnL+x6CRaeOS72iI2Q/v2xhyOOJrSm1CQRcMUegPkXwtzznOfirC9C51vQuxP8DMw8CZNsGnR8YwxMW460LoH9Q5QWH6iZajWorLVfQbwU0rAFV+wu4bvA4J7tiFhNk1bGlXmNM7hm4dn8ZsfzRdESlQmBMAz46abHeXt4TtGb0pjI8Mnjr+WXW55iS8/e4rYp3+fCuadw4byTR9XG/dkeorhNR70g4aGYkWqgMaGF7CYTKl6Uw8aGOdi1tv5GArJ/A2YcxIvYAHnpn+Dgm5Vei0JahO+VWhec9Ht4M04s7utEyTHuNQzMrBORTQ/U38gbUN7zULECuVzlE2IYuVcqCQkfOfA6ZuboXvgVZSjOmr2SGekW7tjwcE0Hxr9ve4FTZywrxrs0Jxq4YO6ptCa3sa1nPyk/wdKW2Zw0yn3O8lHIt9Y+SCRSU6CIDM/x8oenXD6apimjgIoX5bCxL/5kGBsJEg7T43CYyOb74cAbVYJeC4GwSUgkMSd9ElMmXEbErBOhZSF076i+3osvm5Et1mqpNKmGqEkkS4+E+XztK2w+cGIs0DRpZWJ4q2tPXQEQYXmjYxurZq7gxfZN3LPlBfrLpnStwIauPTy441VOmr6IKxaczOLmmXWOODxWt2/hQM5lLhUaMJZ/1QrPNKG4+Ilak0vXLz6J+VqobtKh4kU5LKKXfoG8ci8mNYwCTqnRzSKohoh16czVsnUKRALn/xdMpu2wxzPGg3P/CHnm76Fn54CV8c9CxpFI7RToAoVMo9P/CDJt8MI3wNaYjisQhNCybIRnoCiHR/n0Ty329B/k5f1b+MlbTw1aZ+KXxdVkefXAdo5tncvHVl5Mw2FM1bzRsavYHjKuolScQS7E1odxIO6J0+Zy3cKTuXvbS2zuPgAIcxpa+Mix52qsyyRFxYsyYqR7H/a5fwUEEamf7WLANM0ae6OCXohy9bexISa734mDUcCkW+HiP0f2rYXND0F33ERx4K/DWshFca8nXGG6QiBxsQO3gbYVeNNcMT/buBh6DwxxPi6IWFEmAosdclbUw+Pft62puq5Y5I5SAbm3uvZyx/rH+fSJV4zcrgFB7hK/CgX0BLhh6WlcNO9YmpMuiPhPZlwz4vGU8UXFizJi7IbHSleeSBCfKgImvhyJwcw9acxtkt72ofsPAdL+Gmba6JXSN8Zg5pwCc05xxw/7YcfTyMZfuymdijzSAV6hQqc4BKatwJz+6dK66cfCvpfqD57W4nTKxNGcbBhym+mpFg4OUXyuUEfSVboV1nXuZmfvQRY0TR+2LXv6Onlk15u8fnAnORvWnM4yBpLG49L5Kw/Lu6NMHCpelBEj3e1IEELgMmBMcwpSfkXXZAPgGcwxl2Aah38RGjE7nqpfz6VArmtMzTCJBlh6OWbp5djeffDCt6F3d/XH0xkrYcbxmFknQNvySgG4+CJY9zPnpan1aLt05E+ninK47O7rqFu3EeD+ba/UPUZBtAzkqT3ree+KwWX5d/V18GbHLgTh2Na5LG6eyRsdu/in1x9FRLBDhOEa4KJ5KlymMipelBEhYR772uNILiz6Y6Urh0l6mHQCEnGJzYSHWX4B3jkfH3ubdq+BzY/Ej1VD/Gk3jMMUVozXNBsu+RrSvRPZ+Sx0bgbPh+YFmIXnY1oW1N7XT2GXXAFbH6wecZieDosuqrm/oowlPUGWjnxvze4bxZL/QT8JzyOq0di0MI0zsC7jc/s28a5lZxWbImajgDvXP8nrHTuKReMEYXnLbLZ0d2Cltmxxk7UGi3DW7GW8a+nph37CyqRBxYsyIoJf/g3S3+Mi3sovOIErTGfSPqa5Fe/Gv8RrHfsCahL0IS/+3/iDlJojDtowNnbB+WNu00BMywLM8Tcd8n7eCe/BJtKw6TcgZY0hpx8HZ34Wr1anaUUZY0IblQJV6hAIBKGlWlx/eVVeKF1OjIG8jXjlwDbOnLUMgB9ueJI3OnbG25UuPJu791UUy6vGydMXsrh5JqtmLmZe4+jEuykTh4oX5ZCx1iKbXnDCZSAC5C3iQeLy/zQ+wkUs8vrPIMiWFgbivC+FGitQegxMz8TLtIy5XaOJd+w7kGPejnRugqAfph+DV6VSqaKMJy2phmFVeZM4s4cIUv7gKaKCP6a8qDSAZwx7+90U757+Tl47WL0kgeCqEphCsWtKYsj33I1uSctMrll0yvBPTpnUqHhRDhn70oOVpTSrEVhIZJCD26FxOiY9uErtaCBhDnnmH2D/ugErxKUQe16ZP1vc53P/aExsGWuMMaMaZKwoh4tvPGZn2tif66y6vjwlGdwzRRhC0oMZ6QayUUBfGBa3hdLX1QJGpFjZdn3H7mJGUmH7SGKhUiZYBk5MWev6FxnthnNEof+ayiETbVqDDJXRYyH8ty8T/PAWwts/RfjgN5Heg6Nui7z6o9rl+QvTR4WXScAFX8ZrHL94F0U50rlp2duK/UYHxqwA9IaVywQIreG0mSv44qobAa845VNoM1ASIIbTZy4dNGZgoS9yHa0DC9Gg/Qbz5J5NFckEytRGxYty6AxV0wVc9pFnMMYgUYSse4Lwjs8Q3PMV7JZnR+UiYveuha2/pe5Md9H/nIAr/jte68LDHldRlBILm2YyJz2DYIByCCx05alYXswqMtCdz9KUTPOOJauAsjosZVy7+BRaUy4Ve2nLLCQ+br5KtYGhrig7+zpZ1zl0QT1laqDiRTl0jIdYqS9A/JK4Mca4C4sV2L0B+8g3sat/fFgmSO9eePIbw97enPpRvPTUinNRlKnCx0+4jAa/gd4ADmTdqzuoHhYHTmzMiuPOLltwIh8+9vziZ4AZ6SY+sOJcrl54Cvv6u/mHVx7iv7747+SjwcLlUFjXuWfkOyuTCo15UQ4da5HQYpK1te/AdgFFKRNGkPSQV3+JLD0HM+vQYjhELOx5DfviHa6vTyqB8ep4gRINmLM+hZm76pDGURRl+DQnM/zRqW/nq8/9WzFQtppztpgSjbCxq50VXftY0Tqbs2cv56xZy+jI9yHAtFQjnjG8sG8r/+eNx4telayteC4qHXeYdnojbY6qTDrU86IcMl7LDDe5HAftikjxBU64mETtPy0JIySMiJ78ZyQ/RN+e8v26dmHv+RL2ob+GgzvdY11fgOTCml4gc+qHVbgoyjjQnEzzvmPOq1nguvAVjcQ9d7y0fzt/89L9PLzzTcB5aKenm5iRbsIzhoO5Pv75zSeGJUyGK0kyvhalO1JQ8aIcMv7pVznvSz7CZsM4Ui6+xDQkMOk6TRoFJzpCQfZsJLzzM9iOGh2Zy3cL+rEP/Deo1gQusJCPBuwg0LwAFpw9/BNTFOWwOH/uMbQmG0qpz1IZyBtal8ociCGwhtDCnetf4FuvPsLBXOWDzGO7NwzqT1Q45kCGDMGLbejKD9H3TJkyqHhRDhlv7jISF7zHfbCC5CMkFyGBxavjcQEqH5EskMsR/dsXiJ7/V6S/erolgGx6ArKdrkx+NQJb9L5I4Up14RcwfnL4J6YoymFz9eKTsOKeKSxxV+f4sxMv5RcBg4hhzb6dfOXZX7Knr9S2Y0dvR02vSzUB45WtKxdM5S3FclE4eEdlSqLiRRkRias/SfLGP3Jl7guIIKF1RewiQaIyQVHvYKFgX7qb6K4vId3VswFkV/3eKAD0Bdi+PNIXYP02ePUu7Cs/Q7p2Dv/EFEU5LC6edywnTpvn6rBY55gtOGcFU2ygLgJRaLCRQcSjL7D8+TP3cu/m19nf30vGT+KVPe2IQBgY+rOmQpiUC5kwMGT7E/T3JenvS5Dt94kiEHGZj/lQxcuRwpiKl6997WuusFbZ64QTTqi7z09+8hNOOOEEMpkMp556Kvfee+9YmqiMEGMM3rxjwEbQ4ENTAq8xiWRD6AuRvgDpC5GeAMlFpZ73tfy7kUC2m+jJ79YYcRgz3wImjsWR/XuwGx9C1v0Se/+fEf3qP2N3rh7h2Y4d5bFCinIkkPB8/uCkywgCD2tLheqiqCQ6osgQ5L0BlwM3jfTTjS/xx4//kh1dPcUGi1Fk6O9LkM/7hGGCnt4E/VmfMIQoAhsa8tkk+XyiTMwYrDXkcwm3jQXf1JnSVqYUY55tdPLJJ/PAAw+UBkzUHvLJJ5/k5ptv5rbbbuOd73wnd955JzfddBOrV6/mlFO0rPNkQ8J4/jgUTNorPFoN3i4fgW8wfh2tLCA2wux4GenZj2meWbHazD0J2bFmaJvE5TJ4zSkwBa1kkOxBePr/w55wI95JNw3zDMcOObARWXcv7H0VxCIzV2JWvh0z5+TSNlEe2fwYsuUJiLKYGcdgVlyJmb5s4gxXlGHgex5pk6YnFxSXJZIRnokr3uYNyWQc4F8mYAoeGc+DjR0HaMwkCCUkl/Vj70npOx2GhiDwir2VSsepnJYCIcj7+H7EyTPmjel5K+PHmE8bJRIJ5s2bV3zNmlW7uuk//MM/cN111/Enf/InnHjiifzlX/4lZ555Jt/61rfG2kxlBHizl4CfdPEmoa3rHHEXpSE8DIXVPfsG77/iYkg3D+l/Mca4NG1DRSG94vs37kY6tgxxlLFFdq1BHvvvsOdlsKGL49m/Dnny75DNjwJgs53Ye/8YWf192P8WdOxE3noM+9DXkI0PTqj9ijIczpyziPKLgoiJp4q8qj1TCxSnlRB6+oVGmorLq21b0TOg+hHdK0pw2qzaHdyVqcWYi5f169ezYMECVqxYwUc+8hG2bt1ac9unnnqKq666qmLZtddey1NPPVVzn1wuR1dXV8VLGR9MpgnvmDOdKBlYXnMkFMRNQ9vgsVJNeFfeiolTHQdOtxRjayKLSXi1KwAbD9n828O3dYRIFCCrv+sES3nwcfxeXvoBNtuF3P8VyHYPPoAFu+b7SOe2cbJYUUbGTStOIlE2TWMj5zmx1gyZHVTAYOgPBJHaOxSONdSzURDBS3t3DW9gZdIzpuLlvPPO4/bbb+e+++7jO9/5Dps2beLiiy+mu7vKRRnYvXs3c+fOrVg2d+5cdu/eXXOM2267jba2tuJr8eLFo3oOSn3E+MMLRxlK3EjcmGT2MZi26p2ozbTFcNmfummoSFyV30KlXyvYXIgM1TBSLHRP4AVsz8sQ9JbMGVAjR2yEvedPkf4OJIiQnjy2270kG9ezsWDfeniizkBRhsXMhia+cNYlNCRcxp8IhKEpvh8OAvijVFjOWvjRG6+OyrGUiWdMxcv111/P+9//fk477TSuvfZa7r33Xjo6Ovjxjw+vNHw5t956K52dncXXtm36RDqeyO4tLl16qEaNgZtWqjp1VCy7Kfjnf7LuYfy5x2GWX+ByLvORu6H3hy4ouLzeTC17RZB9G5Cgf4gzGyP6D+LSQwUJI3ce8UuCCOnPQ9iD9AWQjRArbgZf4pT0ngCxtnYzSkWZRJw4Yw7/cOkNfOrkc7h4wXKWt8wk6Rts/CxT83IQvzwMx02bWddTMzDjqOp6C+Cxq7fncE5HmUSMa3uAadOmsXLlSjZs2FB1/bx589izp7L3xJ49e5g3r3aQVTqdJp1Oj6qdyiEQxUXqfJcaTdyMsRyJGzlKEGKSCSiLf6nYMtM2rHYB/qWfJWqcDq/ei0QDitNZl66NP9gOcLEvNtePffKf8C/9o0M928OnYYZrcRDGaRjlNopAwkNyocuaohSrU/gpIkhfiJmt9WuUqUHaT3DxwuVcvHA5APv6evnj395LFFl8Xyq+BqVsJCBOq775+NN4q7ODA9n+mi0HSoG81DieC4xxX7thNJZVJj3jWuelp6eHjRs3Mn9+9WmB888/nwcfrAxGvP/++zn//PPHwzxlBJgZ8ym0erW5sOhdqSgYB+4vTYAgQvIhWMEIpVayxsNbcd6wx/XP+TD+73wX7/yPVdaaAWxvUDk2ZdMzkYDvIXtWEz3wdaIdL4743EfEvNPAxMJj4AW08Lms4N5AjDFOoM0/cwyNVJSxY3ZjE188+2KM+IShV+FpESkJl4Tx+cNVFzK3qZWvn38lMzMNFccRcVNBhWwjcM9SFcezrpZMIWjXCvQGAcrUZ0zFyxe+8AUeffRRNm/ezJNPPsm73/1ufN/n5ptvBuBjH/sYt956a3H7P/qjP+K+++7jb//2b3njjTf42te+xvPPP8/nPve5sTRTOQwSqy5zbyyQtdiefHEKR+IKVRJYbDZCeuOYDX9AQK0x4Pl4p11/SGObRAr/5OtJvO9vMSsvBRP/OUeC9DuPUFEEFMp8xk9dxhg4sBF5/BuEP/19ou7acVWjifESgF878yoWc/WeDI0xmMzsMbFPUcaDU2bN45+vfg/vXHYCKdIEgSEIDFFkaEk2cO3S4/nbS97BGXNcdtC0TAP/cPk7+ejxq2jwE65+jI09Lh54RU+Lh408otC9rPUY2PkoUS/VSZkyjOm00fbt27n55pvZv38/s2fP5qKLLuLpp59m9mx34d26dSte2R/SBRdcwJ133smXv/xl/uzP/ozjjjuOu+66S2u8TGL80y7BPPRD5MBudzUJBYlCqNLfSHyD6YuQ6RmMhKWiDplW/Gs+j5k2sjRG0zqXxCX/Ebn4PxA9/E3Y/Iw7dqGHEkAivoAVpl+sxFM3QNCP3P0nhGd9hMSJ143sFzFMbJiHfG9tcWJLHqta24gIJt08ViYqyrjgex4fOP40PnD8aRzM9nMw18+MdAPTBnhYyrl2+UquXb6SvX29rG3fwxsH9xHYiGnpBlZOm83fPfMMnj94NrYYQ2NUvBwpGDnCynt2dXXR1tZGZ2cnra2tE23OUYHt3Ef+B7dht77uFqTrpConPPxjzyJx5hVIfyemdR5myekYf/R0tN2zDvvoNyDocXYYN24BiZzIqoY5+2P4J1w9arYMJHrp5/DmXc6OgjfIM5j40VFCi/QGg+rUFCh8XROf+H/at0lRyvjh2tf46etvkEyVvttRZLDxNJRDWNLaxt9cdbmKmEnIody/9V9POWy8ttlk/uDv8FZdUvJw1CKyyLbX8FZejL/qnXjLzx5V4QLgzV2Jd9PfQlxjolymiEhN4QIgL9yB5Ptqrj8cJMwhr92DzUcu9bkjh3S5n7Yn79K+PYpRhjaylf2hylvzVqsBoyhHMd25PGAIg0IxvIHCxb3f0tnF1x97YmKMVEYNFS/K6NHRXjXbqAIBCfNjboqXasRc8nmXIlleYmaolG6xyJZnx8Qm2bsOyfZDbzhYQOUt0pUvxghJXwD9cRp4b4DNhm6qy8b1cILcmNioKFOVBS1uKlXECRiXjl0t4xDW7mtnZ416Y8rUQMWLMipIPovdNszaI+nGsTUmxl90Ov7b/wqz5G3xnHf13kuD6D84JvZErz+EZKPawbpWkIO5UixOOaGFbOiK/aUaoaV2mw1FORq5dMlikp4XOy4LGUbVEYF71781XqYpY4CKF2VUsG+9AmHe3YBrZtK45f457xw3u8yMJfgX/wH+hX9Yu6P1QJpHN5NHxBI+/QNk/ZM1Y1niDSlW76q63r28U67VeBdFGUBLOs3nzzsbGF4F32d3jE+GoTI2qHhRRoXiVFDcBqCqgDEG0zaTxNveM46WxUMvPAtz5ieG/ov3U5gl54zauBJkCX/2JeTVe4acUpPi/+qQbsE7+32jZp+iHEm8beFCfEnWfQYA9xyztzdLb15rvkxVVLwoo4JJpkvTMvmSgKlooNgyi9Qf/C9McmIqIvvHXIZ5+19DzQBhg3fhZzCJ0bHP5voIvv8fkQOuGemQjp+h4nEAWueMeoCzohxJfPCU4wlDz9WCqdF+wFqwInTlNHZsqqLiRRkVgsd+UZoyigT6I+eFiVzHadsXkHzXH+GlmybUTr9lHv4H/xlzxgch0xZXuErA/FPwr/8a3pKzR22s6Kdfgihb8rYU0rZr4Q2hboyHN2vZaJmnKEck7z7hWOY3NxEEpSaQ5S9wDSKTvkdbRlvLTFX0EU45bESEaN0aJ1ZSfql3UVD22BNayPbWPMZ4YjwP/+R3wsljF3tj972FHNyFyQz4irkWK0CpqnmxIJ1Urh+EWLxTrxkrkxXliMD3DP/w9sv4Lw88wbr9B/F9cCVdhChyadTJhMclSxbRmNTYsamKel6Uw0YO7IFsXBslHyH5sg7PoYW4XYA3vXaDzYlGZIhJ8kPEvvlY9RXGuG9dsZy5xM0kI9dQUoBkpuqu3rkfwJu9fFTtVJQjkcZkgr+77hIuXbbQpU6HhjB0xTOTCY/ZjQ18/PSTJtpM5TBQz4ty+IQDgt4K9UjKSaYwC48ZP5uGgeT6sC/9Evv6g5DtgoY2vBOvwjv9BkwNATFsjBSn0QYF6cbTRwaQXISQgl4n/mTmIrzTr8U+8UOIsm77WARGj/4IM+c4/BVnHJ5tinIUYIzhCxeezdkLt/GrdZvY3t1NcyrFlcuXcMPKFbSkUxNtonIYaHsA5bCRMKDvyx+AvtpFn/wzLyPziS+Po1X1kVwf4d1fgY6dridTAePBzKUk3vXVwxIw0e51RD/+M0h4mFSVPk9xcLN05yGCirmiqPpXUkQwnk/yP30Pr7FtxLYpiqJMRrQ9gDKumESS5GXvpWY0queRuu53xtWmobAv/XKwcAH3ef9m7Cu/HtZxJAyI1j5E8NOvEXz/FoL7/gG78038eSsxM+ZDaJF8ZWG6QlCzdOVdNd0oQqzFWlucPipvC1DAGIPYiPDnf3PY568oijKVUfGijArJq2/GP+dK98HzKbZ29ROkP/nnePOWTqyBA7CvPzhYuBQQceuHQPL9hD/+MuG/fwu79RXsvs3Y1x8j/NGfET37M/z3/ldom+3ifvpDJBsiuRDyBuafjfQHkI+zsvIWshHS72KGJBe57aPBNtq3Xsbm+w/3V6AoijJl0ZgXZVQwvk/md75EdOm7CZ9/CPp7MHOXkDzvGkzL9Ik2rwIR62JcBi0v5FIa6D0w5HGix+/A7t4Q9ykqeEkixDOEj99BcuFJJD/2v7BbXsS++huIAtdBe8mZBN/5A8QOiIcxuMaWYSkdSXIRZEpdp8F1xY7WPIh37vhVKlYURZlMqHhRRhV/yfH4S46faDPqYowHDdOgvwMAsbZYGbhIBHbzarxlZ1Y9hgRZojX/7rwqA7ECYohe+jXJhSfgLzsTv+w4uTu+gkTRoEBeY4wTUJ6pCHiWfFRMuTbGYPsDwteeJKniRVGUoxSdNlKOSryTrgJjkDAaLFzAxZb84r8RrXuq6v7Bb++AMKo9gAh2V/VGlfatF2u2CTCFVOqKHUqVim1/AKEgB/fVHltRFOUIR8WLclTirXonkplWM7OnUDwu/Pe/xwbZinXRm09hX/jV0IME+UGLJNs3vK5xA/ezgvQFSK9LS5/MNXMURVHGGhUvytFJtgc5uK9uH0RjDEYi8t/8BHb3JqRrP9G65wju+p9DChARgUQGsQO8MzYCW6NxJaUU6vLPYgU5mEX6w+LyxNt/f6gzVBRFOWLRmBflqCR6+QGgfquhIkE/+f97C9iSeMAA6fpfH9m3jfz3/oTUh/8C09DiFjY0I+LhmRoeH2MqMoyMMUg+rNyoZRqJOYuHY7miKMoRiXpelKMSu2cDtZsIlW0XxWnMdoCAEBfoW82DUlxmQfZsIvjlPxTXGWPwVl2BBLZi2+LPyFLufCm2WiiQSJL54/89vJNUFEU5QlHPi3JUYpIZRAxClfL9MSIC2TpBuXEjyoLwKGYLAbYvBCuYpIdd/xz24C686fMBSN30OXJbXse2b8UkPMQ4tWLDCBIp/FMuwMyYB/iET97jKhcn03hvezupaz+Gl9Sy5oqiHN2oeFGOSryV52PXPQkJM6j/UEWX5yqZSKUNgVyE9XDekXzkMoMwFGaFJLBI0sPuWFcUL56fIPP5/0Xw2M8In7gbejsh00Ti4neQvOR9mHRDcYjU1R8d/ZNXFEWZ4qh4UY5KvGPPw8w9Btm7CfzS1E1BxEhkkVCIpUjN49i4Gm5xPxEolPZP+W55YLFb18Eplxb3M55P6tL3k7r0/WN4loqiKEcmGvOiHJUYP0HyfV/DO/4CiAwSWrCCDSIkGyF9IfSH9TOD8pGLhyk/rjHgG1doLleacoo2vjym56MoinI0oZ4X5ajFZJpIvuMW5LJPIvu2IMkU0ZvPY5+6C6JYeEQWk6zeFVpi4VKtUi6+QcLQtQDwDLJny1ifjqIoChBfnwCvRjzfkYCKF+WoxzRNxzS5/kv+wpOQ89+DfetFCPOEu7YRPf5jvDgwtyhUahS3KyAi4HsQWdekMpkZ69NQFOUoZ2vPAf7v60/QnusGYEFjG9csOolzZi+rmZgwVVHxokwqJMwjO9eBWMzcYzCZpnG3wTQ04598MQDeiVn6H/oRURjgJX2k8I0ZbpFcAYxH4ozLx8JURVEUDuR6+cbLD9Ke7QGgoFN29HZy+7qn2NnXyU3LTp84A8cAFS/KpEBEiJ69i+jpn0Kuzy30E3inX0viso9j/GRpWxthNz5HtPZh6OvEzFiEv+oavPkrR90uk8pgjj0DWf8CNgrjpxeJp4OGCBkTgaQPDU0kLnnvqNumKIry/L7N/J+1T2I8J1oqGtXH73+z/TXOnrWURc3TJ8bIMUDFizIpiJ78MdET/1pZdj8MsC/cS9hzkOSNfwKAhAHB3f8d2fwiGA/EIrs3YNc+hH/+B0lc8MFRt81fciL2jRfAk5LDRaio71JOqUid4B2zivR7/hBv2pxRt0tRlKObXX2d/PPrTxFaA3HugDHg+4Jf9mwlAk/t2cj7m8+eGEPHAM02UiYcyfY4j4uI+wJa3HSLANZi33iCaPdGAKJn/g3Zsibe0Vb8jJ76EXbLS6Nun3/q+W6MSCC07iUCtpRiPbBSrsm0kfn8N2n4D/8Db/aiUbdJURTlznXPkwtAxOB6lhhEIAy9QU3v9/R3T4SJY4aKF2XCsRtfgDBwacng/irj76L7ThrCX/xPoo49RC/eU7spovEIVw+j2/Mh4i88Fv/UC52np4DgxEsYuaDcuIEiESSu+z0a/uKH+MtPGnVbFEVRtnYf5LMP/Zy1+/cBhkrnr/sQRabiUtmaOrKSBnTaSJl4glxRuBT1QfxtLHwn5eAugn/8D5hkHb0tFtm3aUxMTH/0VnI/+xbRs78peXyMB+lGJBdAIkPy3KtIXXMzprltTGxQFEXZ2tXBV56+H4zFH1zFoYLIQsJ3l9MrF544PgaOEypelIlnpptWKT49VEnpM8b1IcKKKwBXA5Mem+wkk0qT+dAfY9/+SeymtWAM/jGnYZpax2Q8RVGUavzTq8+UVf4eomSDNeALPj4Lm6aNi33jhYoXZcLxYvFCPEUEhTL7UqqnknBVa0XAiFQVOBiDd+Klg5ePpq2tM/BWXTymYyiKolSjvb+XbT2dMAzh4hBygeF/XfTuMbZs/FHxokw8Dc3QNA3p78CIIALSHxYDYgHI4zwuaQ9SPgxopojxoHUO/mnXjLv5iqIo40FnLlt8L1IK/6v2LCdiCK3hioUrSR+BnejHNGD3tttu45xzzqGlpYU5c+Zw00038eabb9bd5/bbb8cYU/HKZI6sQCOlEmM8/PNuKqYfDxIuBay4fkF5W/nQYTy8495G6ub/OiFF7RRFUcaDmQ2NZZ8M1hY81aWlxUoNFpY3z+aDK1eNn4HjyJh6Xh599FE++9nPcs455xCGIX/2Z3/GNddcw2uvvUZTU+2bTGtra4XIOdLKGiuD8c+5gejF+5ED26oLlwIWJLAYcZlI3gnnkbzus5hGDZJVFOXIZlq6gcXN09ja3YExzrsSReB5pWumiBMuq2Yu4g9Pv4DEUMU0pyhjKl7uu+++is+33347c+bM4YUXXuCSSy6puZ8xhnnz5o2lacokw3g+yY/dRu4bnwSi+huHFvENBoN/0uUqXBRFOWq4cfmJ/H8vP1XytsTTQ+XP+CmT4D+fedGE2DdejKsk6+zsBGDGjBl1t+vp6WHp0qUsXryYG2+8kbVr19bcNpfL0dXVVfFSpiZeYyuJt900vI3jQF7TPG3M7FEURZls+F6CXNaQz3vksj65XIJ8LkEu65PPe2T7PfLBcJuvTV3GTbxYa/n85z/PhRdeyCmnnFJzu+OPP57vfve73H333dxxxx1Ya7ngggvYvn171e1vu+022traiq/FixeP1Skoh0l5Jdqa2/jDjG+yFjCYNi27ryjK0UPCeIh4iC1U8yxgEOthjEcQHvmhFkaGupuMEp/5zGf49a9/zeOPP86iRcMvlx4EASeeeCI333wzf/mXfzlofS6XI5fLFT93dXWxePFiOjs7aW3VGhyTgWj9GvIP/it2/RoAvOPPInXVzfgrBovY3ltvxJg8xh9CV3sG/+S3kfrAl8fAYkVRlMnJvevX8S+vvVpzfaGSxI9ufM84WjU6dHV10dbWNqz797ikSn/uc5/jnnvu4be//e0hCReAZDLJGWecwYYNG6quT6fTpNPp0TBTGQOC5+4nf+dfg+fF3hKwbz5P9o3nSP/OfyFxRqkuS7RpLWT7XCJRU7J+oHZjM8nr/uPYGq8oijLJ+OXG6vfCCo78WaOxnTYSET73uc/x85//nIceeojly5cf8jGiKOKVV15h/vz5Y2ChMpZIfy/5n/y9+xALl+J7EXI/+lsk119avNOV9hcr2N4Amw2xQeR6BhWOGT9WpH//7zGts8bjNBRFUSYNHWUzDdWRqnVfjjTGVLx89rOf5Y477uDOO++kpaWF3bt3s3v3bvr7Szesj33sY9x6663Fz1//+tf5zW9+w1tvvcXq1av56Ec/ypYtW/jUpz41lqYqY0C45lEkn0OsIFH8Kk+DzvUTvfpk6XPrdCRyzQ0JBOmPkJ4Q25nH9oduGxESl3wIb7pmoymKcnSxt7ePqF4pCVy27pLWIz8Dc0ynjb7zne8AcNlll1Us/973vscnPvEJALZu3YpXlod+8OBBPv3pT7N7926mT5/OWWedxZNPPslJJ2mH3qlGtOUNCAcvFyvgg/ET2I59xeVe22ywg7cHkGxEFESYtukkLn3/GFmsKIoyeXlm546K5vbVEIGvXnjktzAZU/EynFjgRx55pOLzN77xDb7xjW+MkUXKaBNs20j+339KuPlNsBZ/2Uoabvw4Xmsb4bMPVd9JcN4VE+FNK2UL5R/6t/qDRUDbXExSY5wURTn6WL1nJ1GEq6wrgAHfd9NErmgdtCRTNKWOvHYAA9HeRsqICLdvpud7/5No87picJjxwO7bSfDcIyTmzcfk68zNCkgygzRMo/9n30Wsxa59ZshxZes6xEYYb4he8IqiKEcQ+Sjild0HiaxHUbmIEFoPzxP8hLsQHzt9+oTaOV6oeFEOCdvTRc8//XfCtS8AYDBIrF5sZMAIngfSvsNNDdU7lt9Kzze+BJ7bMOEHQweaRZZo3UskTjhzdE5IURRlCvDNZ1YTRoUmjIULpftprcFYwffhgkULJ8rEcUXFizJsxEZ0/92fEW3dWLHcGFOsLSBiStOF8cNBLYI9+7DW4PmRy6Q2LqO6noCxEUhH++GfjKIoyhTiye0766wVosiQ9IXzFx4dhVqPzI5NypgQvPI80Zb1IIOjakuCQxDrvDD1RIhI7KkRsKGHjcCGgzuklmMjiEKDmTH38E5EURRlCvHy7nakbgq0u5a+e+UJpPyjY0pdxYsybIKXn3FTPDUouTMNYVgs51KVMO8VtwWwkec6pAaDv50CRCEEOQ+SGfxjTz3MM1EURZk6/Pz1DTWvpSUM7zvhxPEwZ1Kg00bK8Ikihl+60ZDPQjIl+GV/ZSIQ5g1hfqBIkaK3Jsi54F9j3HA2Komc5FmXYI7QFu+KcjTQ3tfHLze+yRM7tpELI5a0tvH2FcdywcLF9atqH8Ws3XegKF6q/YpEYMW0Nryj6PendwFl2CSOO6WyUu4ARJyHxKUSAWLI9/tke31yfR75fo9sj0+Y96kXDGOMQSITTyc5D42LqTE0fuDTo3xWiqKMFzt7uvnSbx/ggS2b6A0CQrFs6jzIt158ju+vfXmizZu0JDyPKKo+rV74/AdnrxpnqyYWFS/KsEmdcwniJaq6L0XiUBgxTreIQcR5TMQaosAjCgd2Qa1xHCm9L/+ZufF38Fqmjc7JKIoy7vzfl1fTH4ZEVlzcm4XIup+/2riBdQf2T7SJk46+IGRJWyuIRxCYQddIETh22gyOnTljYg0dZ1S8KMPGpNLYdKnsdMWXyLrpILGGKOdhi5V1C77Oyu2rHB3Pcxe0KCgF84oFSSRp/OjnaHzXR8bozBRFGWv29fXy+v72MuFiCAOPIO9eUWT4xrND13o6mvjNhq185Ce/4eXd+7ECIh5B4ERMEBii0CDW5/fOPGWiTR13NOZlCmP37yba8BJg8Feejjd9zpD7HC7+/MUErx9wMSmeFGNSXAJSyasi1hDlwUsKJs6ZFutiWQpp1VD23vdJXf1ecs8+Bvv3Inj4S48lc8k1ZC65FpNIjvm5KYoyduyPe9qJQBQZgnzls3MUeewK8/yf1Wv49JmnT4CFkwcrwj889RL3b9xWcb0s4LzaMK0hzR+97XROnH10eV1AxcuURHL95H74d0SrHy4tNAb/nKtJf/DzmOTYlYZuvPLtdL7+svOIWOfCHBzDW/imCRIZjC8YI+C5fYyp3MWaJNO++N9In3AqTR/8FJLtxyRTmIT+eSrKkcL0TKbofS0Jl8q7slj41frNfOy0U0knjo6U34FYEf7rIy/w5LZdg6bOXRsA9ztbNXcWf3nlefhHaQLD0XnWU5zcv/w3ohcfjWulQBhAmBfCp39D9vb/OqZjJ05chRi/NAVUN/nIYCNDFIK/fCXe/9/eecdXUaWP+zkzt6QHQkKvoSqCBQUUCwgKiG11Ldj7ql/Lyrqu7lp317qu6676s6xl7W0tu4prQ7FSBKUpLXQChBRSb5055/fH3Htzb3JzE6SEJOf5fCLJzJk574x35r7nrZlZCLcBHg94MxHd+5J+whnkP/g03mFO+rMQAiM9QysuGk07o1tmFr2ysiOxb5A8/s1ZED21YPHeFG2fYu6mEr5avxUpReTHQEoD23ZcRqGggZKwZFt5h87O0t8QbQy7eA32sjkoCeFgfQoxgLQg/N23GAPfwXvsL3brvDIQoPLZJ/F9MQtsiTAFhqmaCb91Vgq2ZZJ51pV49xu+W2XSaDRti2kDB/NIWXOKieDDok1U+sMcM6A3h/bqSobbjS0VRpzloSE1wTAV/gCd07zkpO269XlzVS3fb3WqeR/cI58+uVm7fM6W8OGqjUSVuPj3e8zVDgSDBh6PZMHmUkb32fPhAvsiWnlpY9g/zkNhEA4mmjxigbBK4Hv1cdwjx2Lk99gtcyopKbvnTkIrfoykSguUrbCliDUDiz1YkcwBIahv3a4UFQ/dTffHX9AWFY2mA3N0n348Mq95q0ooZPLZqnI+W1WOaSoyvSZ+y8ZrGkwo7MX0AweRn5FGaW2ApSUVvPRDEcVVvtjx+ZleDunVhZpQiIBlMzQ/l2nD+tErJzNhHsu2eevH9Xy3eTuGEBzSM5/D+3TlmR9WMHfj9sj7zHm5eUyD00cM4JwDB5Hh2XPvseLqushvjZW0aPdoKSEcNpi3cbtWXjRtBNtG2hD9YEddR9EHjEgJ6Yo7f032lTfjPeDgXZ4ysOh7Qj8tbbRdCBKCcEN+I1Ih15FFGArTIzFNkFWVBBbMJX3skbssj0ajaZu4DIO+udms31Hb5BgpIRwyAadTsjDAF7YRAoK25OOizcxaU4wMOwqNEUsCELFFXFldiI9XbQUUhqlYWlLBv5etp29uFl0z0xnTtytFZZXMXFEcF0+i+G7jDp6YUxT52yAaTiIEhGzFq4vW8s6y9fz5+MMYUpBDpmf3JxK4zdQlJZQCQzjv/LUVTd/H9o6OeWljmANHIC3naYsWhbMtp6ibsg2UbSItA7uqksr7bqHmzed3eU7/nK+hiX4ZUeUpUGsmKC4QSZ8OGFhhQAjCmzfusiwajaZtc94BBxCpYpl0fzDgFLEUhsA0660NUaRShGxJUNV3oY//t6FXKRp3J6ViXUUt8zaW8vBXP/L+8i2xelRKCaQ040o5qFiT2PjzKQX+sOQ3M+dz6guzuH/2EqoCoV2/KXEM79rSzCFB593gHmuraOWljWEMPhBczgc21sxQJfnfGEml8/3nNUI/7VrlShXwJ62sG015DPkNlExUXBycbXbIQEmFkZW9S3JoNJq2z0HdC/AKd6NXilLg95uEQs5CyTRk6n4+qiXBqlELdVRJARV5LzVUfOLHG0Zjt3y9LM4YWyo+Wb2Fa/8zl9pQuAWytIwTh/VLuV+I+lTpk/bru9vmbWto5aWNIYTAPW4qQJz7SJGoOIi4H/B98t4uzekuHJhMkvoicjIqQ5NSIy1IHztul+TQaDRtH7dpcPmhI5DSIBx2FJaA38DnMwkFXcTeZUmsKImk7lwfPw4SC2Qms9g0fIc1tLjEnyuKVIriqjre+2n3WZUHdM6JNKptvC+qRCmlcBuCg3vn77Z52xpaeWmDpJ9+GSpSdj9eSWmMY5q1NhTt0nyZxx4PLleSN0n83KnfIrZ0YXbqeIWUNBpNY44b2Jcbxx2CFTawwiaWHe13Vv+Nnboi988leRBs/L/x88f/29Q7TgEfrSpOOatUiq3VPrbV+FAtuKj9OxfE4hgb3genf5zBvVMObfY87RmtvLRBhMeLa8wUmlMYIBLIlrlr7hoztxP5N93qKDCxCDbnX7Nr15aIgTJ0bLhGo6lnwoDeXHrIfoByAv9FpGp3RIGRttGMZUW1ULmJDkrVDLbBEaqhVSf1S64mmNxtpJTivz9tZPorszn3tS8459UvOP/1L/i4GWXnwtGF1NW48dW6Ii0AwLIEVlhg2waXjhrGIR3Y6gI626jNoZSi6smH8M3+FMNszqzqKC/px56wy/OmHXwoPR57hrpPPyK4eiWG10v62HGkjzmCDeefi6zxkeoBN7NzdlkGjUbTftha7aOkNhSzMAipcLkU4ZBjgXFi6pxcgYYtRcCJtzMatBtpSKp9Dcc1/Dta8iGyhabeb4aA/p2TLxCfX1jEC98nWr63VPu5b/YSZi7fjC8kqQtZDC3I4bQRfRnRozMAo/rkcdOx+/Hg5ysI+EwMIZDKuSeXH1HIuaMGNH9R7RytvLQxAnO+wP/FpzjVa4nVWWn8YEUffoP0I49t9rxWeRl1sz/DLivD7JJP5vhjceUnavZmXhdyzjyn0bG9H32MjRdfGqsB0wghyDrm6BZdn0ajaf+8sKCIZxckfqnbloEyFC63dH5XkW3SSXc2Dcj2eijslMucdRWYwkBK2Si4FuLL6Udak5Da/ROtnVKv7Ahs2wncra++n1yBkQp+cUDjINvSugAv/pB4jfFK0uKtFRGXkGBrtZ9ZRdu4ZtxQzjywPwCnHdibIwfm87+ftrK1OkB+ppcT9u9Bz9z0RnN1RLTy0sbwfTrTUfVtp6KuEGCYkPhgRbszC1zdeiXtdSSDQaytWxAeD/4fFlL57NPODieUnapXXqTTRZeSc/Kpzcrkyi+g10MPUXzDjMZLGCEwsrLIPeXkXbhqjUbTXvhoZXEDxSWuSnisyKWKZQeN6duVa8cNo3dchduV26t4a+lGfiypxGsIbBSbq31YtkQIcBkC6XSLRSHwGCYh244cnaiExL+yMtxO7ZhodVvbFkjpDIimTkcVHEM4istpB/RjXL/GheK+WLs14e9odmb8ezqKrZyF36PfrGRU7y4M7OJYcrpmpXHhaG1lSYZWXtoY9tbNzhMTTUMOi9jKRBiO0qKkU9cAZWD26p1wvAqH2fHKy9T8byYq0uU1nvi6BpXPPY27R0/SDxvdrFzewYPocd89lP3jUcLF9f5c75AhFPz6+kZWHI1G0zF59JvlKfZGa66AQHBwrzz+PPmQSOG2eoZ2zeX3E0ckbFNKUR0M4zIMMj0uKnxBtlT7yPa6ee2H9Xy4shiJjCkhzjH1LqLzDynk8rFD8YUsPl61hUVbdmAIweg+XQjbki/XlbAjEMSybRDQt1MWJ+/fl1G9uiRtWVAdCGMIga1UnOKSeK3OQlPEFCKXIXjvp838+qj9dv7GdjC08rIPICtKsL6bhaqpRBT0xH3YRERGch+qkdMJWVXpRKxH2jNL24ikTTcme9opsd+VUmx/4D78381PWG5ETyUtIGLJMQzAMKh+960WKS8A6QccQO8nHydUVIS9oxJX9254+nbcOgQajSaRtRU11ISslGOEgLx0L78c2Y8zDuzfSHFp+jhBblzRtrwML3kZXgD6ds5EKlAY2HZDN5OjVBxV2B2ADI+LUw/oy6kHJL67Threp0VyROnXOQs7YrWpV1ySKTAOSoKFYn0Hrpq7M2jlpRVRShH+8CVCM593DIiRZyr45qO4T7yEtCmN40vSxx9PzUv/dHy5hkLZyeq81K8ogquLSBtxEACBZUvxz5/X6JwxU6gJMgy2BNxgIAkuX45SqsXdS4UQeAcPbvE90Gg0HYfyumDE0uG4ZKKvLtNUGIaKWUSePesIOqd7d9u8U4f14ul5q7GkomE7WVMIBuRlMbRg9yYVHNW/G2kuE1/IprlspWjhOUMoOqV33Kq5O4NOlW5FrPmfEJrplO8XxLlsFITfe5aaZ+5rdEz6hKm4+hYizEjfDaM+GC2+HoCSYAWh4rl/4V+0CIC6r75sssx/bO7I/Cpa/bKFqx6NRqNpjrwMD1bYwLYiikuk2KVtCaywE6TbOd2zWxUXgE7pHm47bmTS9gEel8EfJh7Q4gVaS/G4TK4YPbTZcfEuLNuGiYO671Y52iv6m6mVUEo5FpckdQqiH2b53afUfft5wj4jLY282+4nY/LJCK+XsN8g5BfY4Ui7ABvCQYEVcjQRJQVl/3yKspdeJ7iqKGmZ/2RICzAM0g8bs9sfao1G0zG575MVsWDYxAKXItInTXDxYXvGcnvUgG4c2C0fK1I3RUpHaaqqVfz9iyLCdsvejTvDKcP7YoWNlNX2VFybJ9s2mL2yfLfL0R7Ryktr4atBVZQ0WYMgmkXke+p+VCiYsM/IyCTn/F9hHnacE7CrDKRtYIedn8TKu4rwho2Uv/g6/pVrUbKZqk6xF4sjRO7pZ+zadWo0Gg3w7doylm2tivXlSYaJycn771xsSUt5b1kx8zbswLYMwmETK2xi204H5/kbK3h+/vrdPqcQgl45mVi2aFJ/iaZpg/Pvf5duozqw+3oltVd0zEtrYSR33ySgQCCpeftV0o44lpr/zSS4aiUoQWh7OeHSCpQSuFKeSsTskbYE0528cFO99u88ZIbLpODWO/EMHPSzL1Gj0Wii/Pl/y5vpVyQI2WqnYux2hjcXb27QgCCRp+euZVHxDi47fCAH9eq02+Yt7JLN+jIfQqiEgnvRf8MhJ8PKNBW25dgTPvhxG2eP2jNKXHtBKy+thEjPRAkXSCvpwxxN3wNB5RtvYL/y74hbKM5XjEG0pkvTz7qKrXSUFIR8Bp4MmfAAOfvADkV0KgF5l1xE+kEH796L1gBgrV9B8I3/h7V5rZP2npOH+9DxuA8bjyu/B6Sla1edpt2xvTaEu7lQFsUe++xv2uFL2T4W4PvNO7j6zQU8dOrBjO3fZbfMm5fhRSmDcFBhG5HCokJFSlrENWCMs3qvLavbLXO3Z7Ty0oqYh03EnvdRI+UjVv7aEvhqDMIBw+nerOJ9xJHfhBPnIgziKkHGE6n5AijbKdgUrDVxeSTCjKTxhQ3skPPSEIZEpKeRc+K03X69HR2reD2+Z+9BblyHiqS5KwXKX4I183UCH7zuWL0yc0g7cTppk05FtMRCp9G0EaQtnJpUTS3YbCiu9NGrU8Zunzs3zU1pXbDJ/UqBrZy3632fLuftS8dh7AZFqr4iruEU4QslnT2hDkzfzrv/+tsbOualFUk//0Yn6j5CvAZuBQUhv4kViH55pa4ToGTT/TmUFAnjlRSEAyahOhehOhd2yACM2Muj642/wfDodL1dRYWCBL74gKp7bqDi6lOouu0KQuvWo4QTMGhbzstcSeff6I9dU03dq09S+88HWtSBVqNpCxjCWUgl6xYddVvbtsHjX67ZI/OfeEBPjBRKU/Q5tG3YXBHkmIe/4A/vLaOkJrBL804Z1p2WNtGNMn5IwS7N2RHQyksrIoTAe819hPyCcNCplhsOGoQCgkCdC1+li/hI/BRnajRGRdKd7XB0f8vInjaFrCPG/JzLadco2yb0/TfUvfo4vtefJPzT96gUmVvSV0f1vTPwvfB37DU/oQIBx6oSzSRLKCqY2MFWSYGUguDc2VjLF+2Jy9Fo9jpj+3UGYWCFDUdpj7qsI1lG4bABCtaV+fbI/Gcf0pceOemYInHBGF34SSlivYYA/GHJR8tLOPnJOcxbX/Gz5+2S6eWQPp1oOtom2h3b+Tqeun83enfS/YuaQ6h2trSrrq4mNzeXqqoqcnLaRifjus8+pOrJvxEOmc7qI+xEwMfjuH5SKyFKqtgQpXCqzkGknUAk/Zmmz+MdPIABTz2k4y0aYJdto+avtyC3b4m0uAWkjTlgKGknnkNg9kzCP/0ACDwHjCJ92lkEv/6I0NcfxdIIoqtNw3T+H0kr9T22LYFhKLyHH03OlX/Y8xep0exhwpbN4X+d7fwRLWgVIxKAp2BMv848Nv2QPSLDDl+IJ75Zw3s/FiNjlmlAiThpGje59bpMPrx6HNlp7p897xnPzqE6kFhdOF6BE0Jw0gE9uPm4oXhcHdOusDPf33vlDj322GP079+ftLQ0xowZw/z581OOf/PNNxk2bBhpaWmMGDGCDz74YG+I2WpkHjsFo3AkdsjEDkciZpOSqlZApFRlpLeRkZFJ73vuwMzNdQaYJsKMr63QACHofu1lWnFpQHjjWqrvvxFZts3ZYNsxs4m9fhW1/7iD8NIFEA5DOERo8Xyq7v41oa8/TqipEx/X5BQATF33QQiFlAJr/Z4xoWs0exu3y+TPJ+zv/BF9X0V/4tbQpx3ca4/J0DnDwy3H7cfLF4x1EhYkKDuquDT1fhQELcnMH7ft0ryvXTSWacO7Y0bMr6YQHDMon19PGMSdJ+zP+1cewe1T9+uwisvOsscDdl9//XVmzJjBE088wZgxY3j44YeZPHkyK1eupGvXxp04v/32W6ZPn869997LiSeeyCuvvMKpp57K999/zwEHHLCnxW01sn9xBr4lf2pyvzAaxq7EERcsoySI/AIGPPUQrtxcBr76DLVzvyO0cTNmdhZ40ih55GlkbZ0T4SslRkY6PX77f2SMHL77L6wNoUJB/N99i7VxLdaGdYR+XIRQFm5vE4qGUpEXYJz7KOoPStJsKurXFyKV6hJ/AIg0HbinaT9MGdGDz1eWMmtNaWLOMICCQQWZHLMX4j0G5GXxf+MG8ffPne7WIlF/SsqKbTW7NGd+lpc7pg7nd5OGUekP0yndTZpbB+T/XPa422jMmDEcdthhPProowBIKenTpw/XXnstN998c6PxZ511FnV1dbz//vuxbWPHjuWggw7iiSeeaHa+tug2AlDhMBvOPR9Z13SKnLSj/tgGvYxcbmx3Fu5u3el84iQ6TRmP4W7avCmDQWq+no+1vRRXQReyjxyLkbZ7y3G3JZRS1L7zKnVvv9JY6RAKl0c1kcmVPPgQGmd+Rcc5PakiKe8piJZPz77o/8iYdNJOXI1Gs+/z5JdreGHeRoKRqrYCOHZIAbdN258s795Jgl1TVstZz8xzFiGmSFk8D6UY1CWT1y4bu1dk66jszPf3Hv2UhEIhFi5cyC233BLbZhgGkyZNYs6cOUmPmTNnDjNmzEjYNnnyZN59992k44PBIMFgffpbdXX1rgveCgi3m7xLL6bsH4822hd1CQnhLN2jCox3yGA6n3YKWUeNQ7ha/r/S8HrJnXjUbpO9rWKVl1L36UeEli7EXrsi+aBI3xXDs3M6fuT/GA1tLEoJhFJIGddPKmF/5BDlpLWnH6tT1jXtj18dPZDLjypkVUkt/rDFgC6ZdMpwMhzL60K8tnATH/y4jdqgxdBu2Uwf1Yfxg/N3q1u7W3Za5Ldo8HCDRWE8QrCupIbSmgAFseM0rckeVV7KysqwbZtu3bolbO/WrRsrViT/sti2bVvS8du2Jfc33nvvvdx11127R+BWJmfyZITLTcW/nseuiEa3O6ZVKUFEVgbeAQMouO5q0vcf1nrCtmGCK5dT8dd7sCucHiKmO3ndCQeBspsrBOhQn7kgEIbCdBuISJfL+OZrVsjJJnKKVdVbbqIxjE4mhtOvKrh0EWkH7pngRY2mNTGEYFj37IRtW6v8XPzSQiqqA06egYDv11fw/foKDuydyzPnH7bb5s/yutivWzbLt9WAJNLkNollWymIBPbOX1vBtAN77jYZND+fNl+k7pZbbkmw1FRXV9OnT9stq5w98VjMnr0pe+p5fEt+RNkKz4B+FJxxMukH7o+ZmYGrU6fWFrPNUvXq89S89XrkL0fJaH4xJ5C2wmzwtMQijSIN3qJKh4q86ITLjSs3A1eoAsME4XJh9OiDtbkcWVdL1JomIi4mqXCyHiJKEIZJ3UfvaeVF02G4/9NVlFcFUAKnrkCcT3ZxcTVjH5jFVUcVsqU2SLU/zIAumZw8oifdc36eNeShX45k6mPfOGtES4EpnQKSUSKV6wxbIQDZvpJz2zR7VHnJz8/HNE1KSkoStpeUlNC9e/K23927d9+p8V6vF6+3/cRr1P2wlI2/vdP5Jou0Bwit38TWBx6ly3ln0PWyc1tZwraLf/631Lz9Ogk1cVr4LpLSWZjF3muGgdlnEL6fVqOk4QRUK5Bx/dRU2CJcVk3Y9JJ3xZVkHH0swpvGlvNOdZQTMxLDFBfvG5XLCb2RhDdu2JVL1mjaDGW1Qb5ZXer8EX3QGqwsLAmPfLEWYTq6jRDw3Nz13D51P6bu32On5yzISuOF8w/lspcXEpICM6SQ1JecECrRkXRIv84/48o0e4I9mpPl8XgYNWoUs2bNim2TUjJr1iwOP/zwpMccfvjhCeMBPvnkkybHtxeklGx79Ck2/uY2sKzIt1dcEQCg/KU3CW7Y1HpCtnFqZ76LsgWW5VhKnJ+WHatsg3AQrBB4p00nc8b9+FYXo5Th1G2RDevoxL3ybJsdzzyNsiyUUqhQCHDcQg0rIyuVWNPHyMra5evWaNoC26oDjntGkDr1RymUpZAhibQVtlLc+b+f+Pvnq3lkdhHvLCqmLtjCBxvYv2cuX984gTtO3J80j4mBs1Ax4hQXQ8CEYV3ppcv27zPscbfRjBkzuPDCCzn00EMZPXo0Dz/8MHV1dVx88cUAXHDBBfTq1Yt7770XgOuvv55jjjmGv/71r0ybNo3XXnuNBQsW8NRTT+1pUVuNcGkFRdMvA8tGRYI5rcizZxoK0yWcQDXToOrDz+n6qwtaV+A2SnDVKuwGyURKOi4hYTQf04ISeI84lszTLqL8b/eiQkHH3Oz0x0yZraDCIeq++JzsE07C1bM31pbNOO4o6huqxDVmg8j7O7PTz7hSjabtkZcZ15Ik1cMY3WcrCCrwOgrPy99twMDAkoqHZq3mTycNTyizv3RTJa/P28DSTZWkuU2O3b87Z4zuQ16WF0MIThrZk8P6deb6V35gfVldrB6LLRWHDejCbSfvfCmJkuoAr83fyPqyOrrleLnkyEK6/kwXlyaRPa68nHXWWZSWlnL77bezbds2DjroID788MNYUO7GjRsx4vJKjzjiCF555RVuvfVWfv/73zN48GDefffddl3jZe3FV8cUl4A/obYZFiBCirR0J/3WKv/5Zao7MkpKrEBUc0ns9RQKGnjSZGrlxTTJPvtiMqedjrIsAvO+SVgdNusKNwzCmzYCkHXCKVQ+/ViCDA3dV9Gso8CKVSjbRpi6HoSmfdMzN51Mj0ltuHGNpJSEFHidQnOW7aTx+cM2v3tnKS9edBhDumXzzoJNPDBzOaYhsCMVx1/4ei3vLtzEk5eMpm+XTAC656bz6pWHM29NOT9s3IHLMDhySD7798zdKZGUUjz2eREvfrM+Yfs7C4uZMqI7d55ygC4IuovslYDda665hmuuuSbpvtmzZzfadsYZZ3DGGWfsYan2DeoWL0PW+gEaKS5RlIKAX5GepXB3b1zYT9M8wdWriKUvNEQJQn6B6XaCcl35+Ridu+DuV4jZozeewkG4h42IvWyUFQYp69OaRQsKzykwMh0XUMakqQRXLcf/5WexvIaECrwq6oYSEK5F1tVi5uzcy1OjaYtcPWEgD3y8KvGBaAIBCKUQEgg4gbZSCJRB7NiXv9vIlUcW8uAHy0EpbFsh6mviUe0L86d3l/HPS+v7uRlCcPigfA4flP+zr+O/i7fwQkRxaXgVHy7dRl6ml+uPG/Kzz69pB9lGbZ2qD2ehpCIQUDFXkVP/I/EjrxTYYUnu1ImtIGXbRSlFaO0aqt5+B2lH3mlJ6qs4LhyDLr+9hYwx41KeUwaDTpcAyzmZoZTTsyimviR56UqbjKOOcfYaBp3/7zdkjDuG8r/ehwz4nXoyduQMKi5mxjAQabpJm6ZjcOaovrz7wxZWldY2rcBEzJzCVpgyGuEOoDBR2C6B7TaxlWLeugp6ZnidQnRxq4uol1ZJxbJNlazdXkth16bjy4Jhmx11IXLS3WQ0U0RPKcWTX6xJ2Ynulbkb8CrFmUf0Jy/LS13QYuVWp0bZ/r1ydeXdFqCVl1am8ocV1FSrRm4HIZSTXhv38Hr33w9Pj25oWoZ/4XeUPfIo4dLy2LbYfTaIpSg7CLJOPKVZxUXZNtv//CekFQl0wQnUFcLpg6nsJHUigMyJx+Pp179+NiFIO/gwsk6bzo4Xnm+yTG/GEeMwPJ7G+zSadsorl43l9v8s44PlSWp7RZ4TMyxxyeS2TpelUIZEmgZCCDZX+GIZfYkO48iTqmDl1uqkykuVL8RTs4r4YFExIUtiGoIJ+3fjyklD6NG5flEhpeKrldv5z4JNbK7wUV4ZiKTDNK3CvPTNOt5buJmjD+jBh0u3EAg7QmZ4TM49oj8XHV2IoV1LTaI7QLUi5bO+oXr55qTfW06b+LgNhkHa0IF7Tba2jm/ut5T88S7CpRUkNICLvEwaZvkgBDknnNjseXe8/CKhVStJVFAEdtjADjeuqGtkZ5N7zgV0vjK52zR7ygm4evZs3E/AMBBpaXQ+57xmZdJo2ht/POUAvvvdRCYMya/vrRHpOm1YTt2Vpty0CjBD0ml8ODi/3lKTZGx024otVY321QbCXPXMfN5buJmQ5SgWtlR8/lMJl/1zLtsq/bFtd/57Mb9/bRHzisoprvBHilOmvkapoDJo8e73m2OKC4AvZPPP2Wt47JNVqU/QwdGWl1Zk/Z8atwKIx4l9UBiGk4vb6ajRe0mytk1oyxbKHnwgkrqcLM7FUTKUDcJjgrTJ+9VVuHukrhMhAwGq3/tv3DkSUUpgR1xThgF5180gY9zRiBR9poyMDHrc9wA7nv8XtbM/d9LMhCD9kFF0vvgS3L32XIddjWZfRgjBX047kLv+s4wPlmwF6p/mpvo/E7fPsCXTD+vLrKVbU88D+IONg4Tfmr+JjeV1jRaXtlRU+0LMeH4BQ7tlUxe2+KaoPGGMUBHvb1NEFDGZwrLy2twNnH5YH7rmpuFqqrlaB0YrL62Ef0Mx4craFo2VUpLWpyfZh43cw1K1fezqarbd+BtUNIAo1StOQMbhh5Nz0imk7bdfs+cObViPCoZiVhspBQKF4WpgOBEGXW78HRlHHNkimc2cXPKvvZ68Sy/HrqjAyMnBbENNRTWaPckfTtqfgiwvr8zbQMhuwpzR2O9O1zQXfTunM7RBC4KGCCAYcmowbSyt47tVpSgF7363scksQqlgQ3kdm0pqkSYYkWQAJUAZItLXjORxO0ohZLQ8QtOByVLB6f/4GiHg8EH5XHLMQIb30oH7UbTy0kpYlS1rr66ks9roeuY0nVrXDEopSh78G+HKGlwtCBMR6Rl0valxZ/NkhLZuo+TevyDDTmE7pUQkw8gpNicMhdurEIYg+9TTW6y4xGNkZGBkOEWwVDhMzWezqPn4Y+yKCtw9epA9ZQqZRx6F0KswTQfCZRhcPXEwlxxdyOqSGoKW5NnPi1i8foczQCoMSzqtiSIooLTCz/LNVRxa2IVMr4u6gJU82RCY/cMWTl6+nRq/FdMlQu5mij8JgSElLktFbblOCwEBlscJuLXNxBYHCIFQYNoKZbTgfa4USirmri5jXlEZfztvFIcVdmn+uA6AVl5aibQ+3RGG0/QvipTKiXMRYEaCdWXEvJg77tDWE7YNoKRk8w2/JbBiVX235lilziQvCSHIGN2yJm+V/32f8ieegkgBQefw+vMK4RS7CwfAlaZIO/CgXboWGQyy7Y7bCf74Y+TkCru8nMDSpfjmzaPgNzdqBUbT4VBS8fEPxXzxUwnltaFYxG284iLiFAVXWHHriwt465aJjOiZw9x1FY0tHREriFBQ47eimyL7Iv9pQoExLLs+24m4CDgF7qBNKM3EjGQQKhFxZ0lZ33JAKVQzz7ERlpgKFDZKwK2v/8AHvzsWUz//OmC3tXDndSLv2LGRiroKX51NXa3E75f4fZK6Wkk4LLEtEBnppPfXsQ8NUUohg0GUUpQ+/k8CK1bh9C0ykHa8Kyd5Jk+n005rdo7ar7+h/PEnY280FYurS3yhOe83gQyDCoZ+3gVFqHr7LYI//YRtQbBOEKg1CdQYBH0GOz75iqr3Z+7S+TWatsbny7Zxwr2zeGf+JipqQ7Ev/5jiohSGdAJ5TVvhijRT3LEjwAl/+JBlq8owQ3biq0BFxlvJfUOmnaLWjJS4wsmDhqNHmJZCKIWhHJlMWyW2HIjIkHQKpUDWp3c7NW3AVxPm7neWprpVHQZteWlF+v/+aioXLKNqY2Uj32q0MJ3HA+lNNKXsqNhV1ZS/8gZV//sE5fdjZGch6+og4soBCIcEHq+Tbl6fteVYS0R6Ot1uuRnvwMKU8yil2PHya3F/R39r2twrbYGZ+/PjVZRSVM+cSTgAdshMmE7ZAiUF2/7xT7KOPBJXnm4Sp2n/LN6wg9vfWJT4jowoK7HgXeXEnSQkEEa2B0M2GAITMKRd765RqZ5kHIuMLVGmUd+9IyKEYcmUx4ITMGy7TH45ui8XjB/I/77fzL/nbqSsJgjAiD6dmHpIb/7fZ6up8oWjIsXmcIVlvZImHQu8EvDp98VcP3U/cjM6dgkFrby0Iu68TnQ993Qq73km6X6lFKEQ5E3QWUYAgdVrKH/pdermzEvwI8ua+sBnRWSxpAShAJguJx4FFEpCxuhD6faHPyBczX/0ZW0tofXrnd+lo5g0G3YkBN6hQ3f62mLyB4NYFVWO4pIsSQpAwqZb7mLAkw//7Hk0mrbCi1+sqbeYqHrrigJkJKZEyKbToaPHiWgZbNl89d7ouRzriaSgSwYSKKsOYIds3GHldGtMcawCOqe7uXzSYLLS3Jx39EDOObKQitogHpdBTkT5mDC8G/9bvJUF6yvYUFrLpm21juKEowAZDYOUbcVf/r2EP1/QsUMJtPLSypR+9l2T+6IBuumD++8lafZdauctYPOtdyOwU7mhG9Cga7Rh0u3WW1veJ0g5xQOtsEDZBiAxXE3PrRR4+/fbpcBq4XYTDtYrLkkSFVBKEFy9FhkMYni9P3sujWZfRynFd2vKY7qLIR2XUP0AEirnpjiRE2uiHKXHiHPJSFNgu5IH5woAW/H7Uw7g4IFd+HhRMfe8uih2zqZeBlGRrhg/iKy0+lIJhiHIb9CYMSvNzRlj+nLGmL5srfRz5gOzI/ExjpKW7NzfLtnGp99vZtIhvVtw8e0THfPSylh1vmbHrP/nO3tBkn2X2h+WsfHme7CDsnnFRYFtOW4jK5RY6M/dv3+LFRclJTu+WYgVNiJVcwEMlBRNpk8KAfmXXdii8zeFMM3YOzHZdcZvt6tblrGm0bRlVPSBU058SvTxi8XkN38CXGGFK+xkBrkthSHBUM6PaSk8ARthN6xcCaYhGNIzhy6Zbn5aV8HoQfkM7RFxCzdZJc+JdXEpOGrEzrn8e3RKJyvN5ShYtkwZU3PvK4vwh6wkIzoG2vLSyrg75aCiJs0kKKWoXrJ6L0vVPIG1G9jxwWeES8vxdC+g87RJePvu/qBi30+r2DDjdqezMs1bXKQEO+yU7lcYyEjQnemSdD35hBbNqWybdbf/lapZX5OWllgOS8n6TKaokhH9N/cXJ5E1ZtdNucIwnetNYeERAoz0tOQDNJp2ghCCg/rn8cP6CufZa7DfkApJaneRK0lAbsM2AQCeoI2hIpYYj4llCHp3SkfWhrj83tnOfIagW9fMRjEwjc5vS8Yf0pvOWTtvGb3o2EE8NnN5Qup3UvmV4sbHvuGxG47Z6TnaA9ry0sp0GuUUR1NJHgIVdVsEw3tbrCZRSrHtiRdZff51lL3xHlWffUPpq++yavrVbH/x37t9vpInngdbxoo+NbxNUkIwAL4658cKici9rC/djxJII52sY1pWe6Xig8+p/PRrXK5kdTwF0hbYluM/VxJQ4D3oIKyAovihp6j6aj7Kblyxs6V4hw1u0TjtMtJ0BM4/ujDy3CdXQoyIKyiplaK5WJiEwQIJGLbCE7A47ZDebN9aw+bt9TF1Uiq2lNTGzimiE8fF5CAdS8+gFI0eU/GLsX3pk5+ZXMRIEDGR6ypau4PSHc1b79sjWnlpZXr88jhk5IPoKCsKKSW2rbAs5/dwWGHvYvrt7qLy4y8ojSopth0xdTj5wyVPvEj1twt221zWjkp8i36M2yKQdr0CY1ngq4VwxD0UbWKWzIqlgiEq//d5i+YtfeuDZkw8jkJkWwbSFqiszlR+vZiytz+k7O0PWX/T3ay64NcJDSF3hvQjjySVMVwIEJ1yUrYd0GjaC4cO7EKBx3QUkWiPoziEEE0WnzOSWGtSU3/uj+duiC0gGw2R9XLEMp6kQiBwWQoDeOH95RRvb1kVdcuWsQWsx2Xy9DXjEnQiIRXugIUnaOMJSbxBG3fQxpBw99NNx022Z7TbqJXJ6NUVaboRTiMeLEsR9MtYMbQo3139F8Y+84dWkDCRslffrfeVNEABW/72T7LHHByLLames4CtT71CaFspZlYG+aefQMEZJ7Yo9kT6/I232QJhOC+UQIMFh2EkV1yiVPznQ7qcPq3ZeQObtkQK0omULj1w9De7vLr+j+g5Nmxm3U13M/jZv+5UAO+yC35L7eIVpKUL0jKSjXDue48brm7xOTWatkhVXYhXZhXxv/kbqQtYeCJZRdKVfM0thFPUTRkiknX4cwLnnWOkAruJVgROFpJEGgJlUr/QUWCGbcxobRYh+OCb9Vz+iwOSnscXsHj9syJmztlAVV0I04CC3HSmju3LGRMG0b9rFhu21yJsiTskGx0fLXa3av0O6vxhMtM71mJGKy/7AN7CftQtW41hOLVdkrH5rS8IP/xr3NnJzYl7A2XbBFava3K/AELFW1l+3vVkDCmk8vNvkHEur3BFFZv/9gylr/2XYa89hpmWOmbDld8F4XGjQvFuM6ccv5SN71NzL6vg+k1UfrOQTuNGpZ43J5tgjQ8pVawNQEOiq6RgQCGE3VhxsiX+FWvwLVlB5oH1fZNqlyyn7J2PCG7agpGRjjAEvtXrUbZNuC6EVe1oZAG/Y4XzpgunMWdkTiEE+b+6kJyjjkh5DRpNW6ayNsjVf/+K7ZWBhHWSMgRCKqfpYcwz7PziCjmWCGyFjATIRa0XLVJjVMtHCyEwpXKUpWhmYPTQiDxSKtZsrkp6vD9oMeOxb1i7pRolFUKCsmF7mY9/vb+C52au4IxjB7JhWzVmpKN1U5UTANYXVzN8UMdqG6DdRvsAns65hMOqScUlygcHXbR3BGoKw3D6FjRD3aoN7PhwdoLiEk9waynrb763+em8HnInHZ0kHkiQLKQkWdxQ/D7bUqy6/o/U/VSUct7Oxx0VOYaI667+3NEppA011ZJwSBEKKoIB1VihMgzqlvwU+7P4sedZcelNlPznM3Z8t5yy2Qsp/XwB/i1lBLdXxhSXKMEAVO9Q1FRJaqokVRWKgf9+nvyzmq8MrNG0VfxBi98+OZeSHYmKS3yqnRmWzo8lcQVt3IGI4hIdqohl/eyM/SV6nBFunHmUQKRtixNzQ0Ll3CiGgIy05PaBt79cm6C4NMSQinc+Wo03KFvk+nI1YY1qz3S8K94H6XfOcSmfE3CelWBpJQt/++jeESoJQghyjh4Te4EopbDCTmuD2hqb2lqbgF86Zfmbedqq5y5CBoPNztnjhiswsrNj80X/TWYNse2mFRghBFZYomybtX96hODW0ibHdjv/NIRpoJRzzlBIYlnOSsqyJLXVNrU1Mq5VQOT/TyMFRsWK4VV+OY+tz/3bSd+2ZMyXriRIW8WsK8mwLWL1avwbipscp9G0dYJhm6v+9hVrt1SnHCdNgct2MolMqRp9kcWCaZORrJx5XI8jd8DGZTmKUaq6CEaDxUrDkVLB+FHJ67B8MGdDguKSkP0UKcQXfy3NMahPbgtGtS+08rIP0Pe08QhXaotG9Mt6zVP/IbC9Yi9IlZyuF50FgJSSYMDpxWTb8RZXgdtjtEAZUwRa8EVseL0MfvERyMhyAvmlUylXJVmt2HZEIYgEPkfnAQiHJAG/IhyCqiVr+G7SxSycejkl785qdB5XdhbdLjozcrzzE7WM+epUUqtPFCs+LVMqciINNbe//h5WnCEq/v4YhpHSatRQNo2mvfLyJ6vYVFqbOmC+iQDdRsNwLCI9Oqfzh4tGcfqEgUw8tBd52d76gNuoBcV2LDSusB071hWSsWyl2AMbVXTsxPYAsac3Fv+iyM9N4/CRyeu8VERaBCTNZ5Q7ZzHqUZCJaXa8r/KOd8X7KKOf+X3K/bEvYwlL70jeTmBvkD6oP3ZGllMIroFXyDAcOVva8NTVwvgd//piqoor8dXaBANOJlZT8S3hsJOl5Vg1nN+rKy2qq+yYYhMlsGkbq//wNzY/3TjFu+dlZ9H5+GMcywgGSkYC+JrRMWKKjRB0Ou6oWO2b2mWrACLZZC267AYoMAQZg/r9nIM1mn0ey5a8/vma5gcq1bKqujh1WUYM6sLRB/fiilOHc9P5o3j17ik89tujOWxIgdPEMWw7VhSpElw0AvAEbNwBC8NWkVL9MqEZZMIqJHpgRCGqKPcxe/7mpHJ1zvYmf5dE+xjtBFecPmKnxrcXtPKyj9Dn5KMQaZ4m672Ak5UsBJTPW7a3xauXxbYJ+y18PudLWMZZVoUhYkpFc6ExhteDp0e3Fs259eX3wDQdF05QEQo5lpVkqxZ3QR4WJr46m/KyMDvKLEJBGVsQJVN61j/8PN+fezOr73sG3/otzjjTZMCfZjD0qXvIPWo0tq2azD5IQAGGoPMJx9LnD9fFNguXkwkQ/X+YcEgkEDe10icoOPW45ufXaNooc5Zsw2pJ3yEhYm4Vr8dkeGFek0OlVJxyTOMGrIP6dubP1xzBU7dPpCDbizss8STL6MHpLu0J2ngCNl5LYar6+jEQsZREOlobltOLyIz0Jnr9w5VJ3+knHdE/qfUodt4WZkqdc8JQxuxkFd/2glZe9iGOfuueOOtkotsjulo3XQKjGRfTnsL2B1h22W0EKxJrFzRcgFhW89aX7hf9ssXz1ixZgbIsp/ZNWBHwSWprbCxLxuJGul14BsOef4gD/vMMOYcfSiikCIccOUSKeBJwLDRV3y1h47PvMOe4y9n67meAo+hkH3IA6fsPJeBX1FbLiGuqaSUm64DB7PfO0/S99ToMb33X1+zDRqKUIhxufGw0IFgYIJq4b9mHDGfgHde24G5pNG2Ttz9dXV/LpSmUYljvXB685nAeuH4cr9w9mfuuG8eRB/V02gdEMoBMWyJQ/PqcgxjUp1OTp+vdLZu+3XNapCuYhmD44HwMIXAZIiFQNxrm13BBta20joqqQKNznX5MIV1y0xoV14tZlFLcAwFMGdePR24ez3nT9mtyXHtHKy/7EAXjRtLv3ONisRtOqi6xmBIR6R3W88RxrSLfhodfoGpBcquPUk7gqVKO0iCEwNVEE0MpDLpfcnaL57UtiW0lxrlIG/x1Cr/PcSV1u+B0MoYNQpgmfa69gHBQRZITWrKCifiXI5Urf/rtX6lbsym217+1jFDQmTwUSu6yiio0/X57OZ6u+Y329/3N5ShEI9dVFCui1BgGGCYJb0GzSyeGP3dfC65Do2mbfPbtBlauq3AsKin6YriAh64+nJGDCxgxKJ+MNDcu0+CX4wvJM03MYCTYNiRx+21W/LQd2Yyf9sjDejcbowdgS8VZ04bx4E3HcPjBPcnKcLdI6Un2vvC4TZ688Rg6ZTkLnITpUykwSnH4gT247pyDGZhCKesIaOVlH2PM4zeR1bcgorzEW1zA7QbT62bQFafudblsX4Bt//6QVAEbtu08qFIq/H6n44jb7fy4XI5bpK7GxldlYdW2rKR1sKSMYMmOlHPmHDYCV1Z9RTfh9SZag1RqJUaIBs0WhWDT8/91DlWKsm+XxhQOK6wIRhSZaGBwtB1B3xkXk31Q8pWQpyCP7uedEpO5oQKjFISCEsty3FNKOqndIt3Lwf99sknZNZq2js8f5h/PLcCwJWl1IdyBSGpdwyBZBRcdNwSvJzH9uHyHn9se/BJfdQDTsmM/hmXz+dfrOe+6//LJV+vwBZKXbjhmbF/69MhOmfEnBBx+SE9GDCtgSP/O3HzZaF7764mcOnFQk8cJAX17ZNM5J3kbj9wsLy/fdTwXTxtGutexpksjYsWJV2DiXmZCCK6dfmCTcnYktPKyD3LCkhfpevh+eNMEHg94vOB2G7izMjjy7ftJ6773ixEFNm1FBlK3KFAK7Ei2jbQdq4jfJwn6JZXlYUq3WQT8CtuSlH7wZbNzhnZUs+KWvzdjRgYjr3PCJsPjrGYS67Mkd/fUt2SI22hLNr44k4VX38+XU6+j5sc1CcpPKKiorbUd11TYqfPS45Jf0vPC1PVXel1wKggR66qQTK5gwMlqCgQU3X45hUO/fCVBMdNo2hvvzypCSSeuxGUrMmpDZFQHMcMSIZ0gWTMsGVyQyfQpQxsd/+p/fsTyh2MZOvEBt6ZSBGpDPPbsd1xww/v8b/baRsd7PSZ333QMYw7qkdSSkpPlYfrJ+/PbX41ptAg6cXwhHpdBMv1FKZg+bVjKhZPbZTD9+CH854FpfPT3k3ny5gkxZUioxHRvIRXnTxtGbrZuyAogVEtzNNsI1dXV5ObmUlVVRU5OTmuLs0tUrVjPxlc/xqr1k3foMHqdcgyujL3zwVVKUbNkJVXzFxMqr8byBSh966Nmj8vav5DKxUW43cLxwkgIhxp/xLoeN4YDn7qjyfPsmL+MHy65AxEMYBipS/S7CvI44qsXE7Z9d/oNVCxcgcctYtVvo/Ek0XPVp1En9i9RykmHDoacrAGv10lnbhLT4Lii95veH8fiK+6k4osFzkpSEIsNilraAITbxQGP/J78Y8e06JwaTVvm13/8lA3rKmJZNmZY4go7D4M0BWGPieU2efav0+jSKT3hWKUUZ1/xFuGwTJlaHH28bUMw8cj+XHLWgWRlehqNK6/0s3lrDRnpbgo6pxO2JJ1z01IWgVu+tpx7n5pPRVUAw3Aszx63wSWnjeDE8Y2DhZujuibIfU/PZ+nqsth7KTPdzfRpwzjl2IE/s+1B22Bnvr91e4B9mNxh/Rlx1xV7dU5p26y86S+Uf/h1XDE4AdR/wTf18BT+4Up6TJ/GFyNPJ+gPpKiHotixcHksy6Yh4eo6frj0Tmx/AAOZ0pwLYNU4LqjyOUtZ89Q77Fjwk2PhsBRBqfB6DUzTsQYRuZxo7ZZQUGKa0fic+nmiadFKKWprFelp4PYkeYGZBp3HtCxVccs7n7H984UYSsZcVRGPEwDZI4eQP3EMPU4/Hm/XpjMoNJr2hIpaGBSk+cIJhdsMW+EKSYLpkqyMxl9XK4vKsZpRXKLnUkphSvjsq/V8PW8jN18zjuFD8pn91Xq++nYDdXUhBvTvzORJgxjcv3MzZ6xnv8IuPHf3ZBb8WELx9lpyMz2MPajnz+41lJPt5Z4bjsLnD7NmUxWmKRjctxNud+skauyraOVFE8PyB5g//gJkrS9BsYhaKGzbSYFupHSYBhn9e9PtF5MQQpA5fDCV85ammEkQrqgmsKWU9F5dG+0tfuNjAjvqsC2JMCAnJ/nHVCmnYJ3fr5h76d1sn/mVUxnXjr79BNgKpSSGobBtEVdELlFRkRK8XhFzIVlWnLRCUFpi0aXAhTetgQJjS/pf0XzmVOUPK1h6w4OgFBIwDIVhili21ODbrqDfxac2ex6Npr0x6oBubF5bjtdvIRqUwneWTeD12zz00NfccvOEhGNLSutaNkm0NoxUmEIRDkru/cfX9OyUwZZtNbFhW7bV8NW3G7hg+oGcdMKwFl+DaRqMGdmjxeNbQka6mxFDGgf/axx0zIsmxk9X3omMBNLGKyfR3w2DxtYUwyB/0hGMeP5ezHTHpdX7nKktqhirrMammcqla1h857ME/E7wasCnCPhlo/NF/96xw2LH5hpK3ndiaGKKizMIJRWBgKS6MlofBpIVWLAssCynWnAgEFfDQYiYP7ui3ELKaGl/5yd9xDDyj0nd6BFg/VNvI+JcT1I6wb9WWGErKH7z02bPodG0R6aML0TYCtNOXlU2um3pgmJsOzFhoFPuzrnRo20DXDaogJ2guEB9w9cXXl3MmnUtq2QupaKyKsCKNeU8/dpi/vjw1/z92QUsXr69xZWzNTuPtrxoALBq6qicv7TJ9GJnm/Pl71glHJdSn8tOZeBvL0kY233aUSy78WFUKJgyrXjpH59j6PVn0mnkIABCVbV8/YvfYUeyAqIxINVVNlnSIC3diLmQbBsqd1j4fQqPN7XR2LaIxJekHue0WmqsJEWL0ykJvjpJWrqJUgpfnaR6zkqClTVs+d98Nrz9BeGqOvIOHszgy08kZ1B9X5OKOYtRTfnRpKLmxzXY/kBMAdRoOgpdu2SS7Tawmhln2oo532zgyKMHEApZLPphK1WVfrIyPdTWpU4mQDjdqFsaLWIYgo9nFXHVZaObHLP0xxJeeHURmzZXYdlOp2slQJomwmXw2bcbGHdoL35z+egOWb5/T6OVFw0AdavWAc2nFMd/uSsFO+YuaTzONBGZGahQMGlcixACy5IU/+dLit/9goxhhQy74SzC2ysIVdbGsovi67r4/ZJAoL74XSjkdHIGUhbEU9IRuanib80hhCDgrxckFALDlE4auw3KCvHJxBlU/bTe0ZCUYvtXS1jxj7fIyDRJ751PzrD+2MFmXq6QYJnRaDoSYw7tzTezGmcCRRGRd8LKn0pQwL+eXYDf7yxybEOAN0U8SLR/UcNzRvaJSEXceGxTsG5dBe++8yPz520kHLIZtn9XJk8eQq/eubz02hL++8GK+krfkfMrASgLiQsMwTcLiinsu5pfntA4S0qza2jlRQPUf3E2FUQb3ddoW8OH3h9k5d9exbelzAmMlQIlna7Jbq/A5TKwLaeGSTQgtm75Gr4698+kd81ttiFZ1BoTX6o/lWU2agZuqfU2ev3RfwM+GSsgB46iJO36DCrbhuqVGxMEMQxwuZzierXrt1O7fjsQrdVj4HI3UBINg7yxIxIq8mo0HYnzLjyEbz5dgxIi+fMfsZzU+UI8/tichF2mVBghG9tj0si2GVFcDNtpdogQjoJR3y8EIeMCfiPPsMuGzUUVvFFU7zraurWGz2etYerJ+/PfD1Yk7bEkFJg2gI0ynGt59c3FfPnVWvr37cTA/p0ZOiifQQM6884HK5g5q4iqGmdhk53p5tzTRjB5wsCdvX0dEq28aADIGjEEJQyMJjqeOTEeDTYaBnnjDnb2S8mqh19j1d9fx6rzO1YJBXHlIgmFFC63wuWKSwuOKAout8BfWoXbLfAkyepREohPmY6TJRxSeLzNWC0iFYtTVd0deM2ZrPjbGwihkLYiGEhUXBw5nM7UzvULFMqpzFt/S3C7k5/ftsC2JUZIkJau6k3JSlF47fTU8ms07ZisrDTy8jOoKPdH0o/inqGoJRbYuLk6auBMQNgKl99CKIXtMnBF+g3ZhnB6EdWfDAXYLgNlOCdKeHM0nDfu7+hC6L8zl0dP5RzS4FoUjotLxnYIirfWULy1hm/mOZW7TZdBOD6xAKipDfHECwt598OV/OPuKbhTpGdrdMCuJoLhctHt1ImRlgSJhdPis41i2yJ/b3prNh8NPIVPhp/Bqgeex/YFULJpS4cVdqwuoWDiACPikQqH6ueOd/XEF3UDME2RsC8UV/U2Xu74c0QVkWTXNvj6sxl+6yUMu/Uyaipt6mpVI8XFUUoiBaRMAyOtcWfYaDZWkyiQUuL3OZV6w2HY/8EZdDlCV83UdGx+d/ukmHsoRvRdoGDAkC5sKa5OaUV1SUWGz8ITsHGFJa4mOjSblvOSMhoEACfQxCInekSyxrDx24VKfg4FjRSX+N+3ba/loSfmNi2XBthDysv69eu59NJLGTBgAOnp6QwcOJA77riDUCi133/8+PFOMbG4nyuvvHJPiKiJoJSi8vvlrLjzCcL+MK4e3RpVf22YOqyUIhSQhP1h/JtKkMEQVrUP03RaATTTSoRAwMkASlQi4gYYjv/a+QzUz2lb9ePMBn2TnMq0MhYno5SKuXdi9VQUhIMqYhVyrs2Vk8Whz9zKfrdcBMDwG37JUS/9ntxhfWLnzt2vHwNOP5L0gmxHLpdJ71OPZuzTNydcVzQoOJXbzSn/X+9+ssKSBVf9ha/PuhXZdGEcjabd07NPLjfeeixu03ERISOxKgoG7VfANTcenfoEUmFa9VV2ZcSymTTWBTBs2Sg1uyVEx6fyRDtG56ZGxApmJTm5ACGYt3BzLKZHk5w94jZasWIFUkqefPJJBg0axLJly7j88supq6vjwQcfTHns5Zdfzh//+MfY3xkZujT67qZm9UbWPfUOJZ/MRdXWosIWxLlTDLdJp/0HYvn9pPcooO8VZ5DepweLr76bqsWrY713EtOpIVqVwe0RSavqRjGM+oqyZiTOrr7+iqMsVP+0zvFHG46y0PXog7FDFhU/rCK4oxYEdDl0CHWbyvBvq0C4TcJhSTjS1t40E+cTzjIopgRZYYWRncWJy17FbBBrUnj2sQw4awKB0koA0go6OT2bLJtQZQ2uzHRc6V6UlGQN6EHtuq0tuu9CCEyTRjEvAij77Ds+P/4GJs76R4vOpdG0R0aO6sVTr07n6y/WsXzpNtIz3Uw+cT969MxBKUVB10xKtyev7RJvRVGAMmjSeiIAQ9aP3RkFxlAKu0VVbhPHGLbEFXIyCGzTIOw1k8sXcdGv31zFfoN1nZem2CPKy5QpU5gyZUrs78LCQlauXMnjjz/erPKSkZFB9+7d94RYGqDsqx/47vzbUbaNIVTEf6wSnmAZsqhcuobDP3qczEIn3bdm1QZK56/AtsHlEk29E2LdpFMpL7F+a1KBKQiHnYdVmAbdJxzMxPfvY8fClexYvBpXupfuk8fg7ZIbOVYR2lGDmebBlZGGtGyKZ86hdM6PGF437k5ZrHluJrVFWwAVKaynIhaRerdR1vABTPny0UaKS/x1pHdNrLJpuEzS8jvVjzEMDrn/Sr48847YdTUX8GyYTVtmqhevoPy75XQ5rOO2uddoXG6T8ZMGMX7SoITtQghOPmU4z/xzfqNjFPUZP3EHNDuXEjQKuq3fqZKeQ1iK9BwPfl/TlhGB02Qxeh6vz8IdljFrjRtJmt/Cl+XGblg5NxLUk6olgWYvBuxWVVWRl9d8yfOXX36Zl156ie7du3PSSSdx2223pbS+BINBgk6BDsDpjaBJjgyF+eGq+5CWRSTUFMuKD55VmGYk9diy2fzSTIbe/issX4Dlf3qWcNh5nt0Ns2UakKqeSrRvkDMhTlCspcAwEC6Tg/90KUII8g4dRt6hjStcCiHw5tX3vDBcJn1OOZI+pxwZ2zb8hjOxgyGULbF8QSoWF1G9chPBskoMt4v+Zx9L9oCeO3PrmqTPSUdwxLM3M/eKvyAtGylJ2ospFseT4n0qhGDFw28w7uU7dotsGk1749iJAyktreW/7/6EYUQqYscpH9E1mADH7RSfWUTiuNgvyZSUJhQXgKOPGcDJpwznht99kNR3pCAhoykafwOJypVSkFETprZTJHg4ujFCYd9OSefXOOwV5aWoqIhHHnmkWavLOeecQ79+/ejZsydLlizhd7/7HStXruTtt99u8ph7772Xu+66a3eL3C4p+XQeoYoq5w8Dwg0WDk6wrmNV8QhFxZzFFL/3FQv+7wGkz1EQnRcGOEXqWp5SHb89HJaAiNVpASgYPYxDH7yaLocM2ZVLjBG1qLgy0ug5cRQ9JzZfBffnMmD6RLqNP5D5Vz1I6effx9xikHgvpARXM4vBcHXtHpNTo2nrCCE4e/pBTDh2EN9+vZ6Skhq++GIdCifGxbTqXUemrbDdya0XAhC2RNgK6TKS+o2GDOqCP2ixaZPzzszO9nLCtGGcdMp+GIbB7288mvsf/NJJNowFwqhIvE19SpQ7aDcZ2KsAT8AimOGOe2nAgL65urBdM+xUV+mbb76Z+++/P+WY5cuXM2xY/Yq5uLiYY445hvHjx/P000/vlHCfffYZEydOpKioiIEDk+e+J7O89OnTp110ld7drPl/b7Ly3ueQlowtOJpGkTugG6UrtgBOY8OosmKaTrZPU9VzbVsRDjuBsfHYtiIUkigFeaOGcfQLtxCu9ePNyyGrX7fddZmtSqiqjtJvl7Bl5reUz/uRqpWbsMMKywKXW5Ce0bTbCGDAVWdy4B8v3YsSazRtm7feXMqbby0FpXCHZH3BOBwlQrqMRi+7DI9JqDYcUyqycr0MGlaAVIrcTumcfNoBdO2ejVKKinIfYUuSn5/ZyJVTUeHjk09Ws3jpNmxbsa20Fl/AwnAZ2AqEZZNRl7p2sOUS+LIj7msFbpfBy0/8Arer4zVi3Jmu0julvJSWllJeXp5yTGFhIR6P8z9iy5YtjB8/nrFjx/Kvf/0LYycriNbV1ZGVlcWHH37I5MmTW3TMzlx8R2Pzm5+y+PoHnWDZBv/XnT5CNqFIrIrLBe50F2G/TVZ244fI7RaNa6YYBp68HFRGFrVri7ECFpalkNLJWJISzDQPhz18DUMuOWFPXuo+w/Y5P/K/o66P/Z2dayStNRPN6jpxzVt4O2fvbTE1mjbNzPeW89Iri5wMwpCNEZdFJAUoQ5CW6aZXr1zOOHskBxzYk2DQYvvWajIyPeTlZ6ZcVLSUUMhm7nebWLGqDCts89XHRXisptMvFU5sTCDTjRIwbFhX7vztMR22g/TOfH/vlNuooKCAgoKCFo0tLi5mwoQJjBo1iueee26nFReARYsWAdCjx+7t1tlR6T71CJbd7MXyBRO2h4KSmqpEM0k4BOGQhcvt1CVp+P8vHFaYpsA0IxVpgcJfncbA/zsTd6ds7FCYHd+vIlRZS83GUmx/kJwhfeh5/CgMs+M8mF0PH87Yx65n7v/9HQBfrSQjyyDeWe4U6oPeZx2vFReN5mcw7aT9mHLCUGbNWsMXs4rYtqmKsC+M221wyJg+nHnBIRR0zUo4xut10ad/83GYO4PHY3L0uP4cPa4/AFuKytm4ylnwN6kaCUEW8PSzZ+DqgNaWn8tOWV5aSnFxMePHj6dfv348//zzmHFfVtFMouLiYiZOnMgLL7zA6NGjWbNmDa+88gonnHACXbp0YcmSJdxwww307t2bL774osVza8tLaja9+hGLZ/wtZnlRSrGjzEpd+MkFWTlmkysT21Z4+/XmxB+e3QMStw+2fP49n518K7Y/hDDA6xW4IgEwtlRkjxjElK/+325Z/Wk0mtSZf3uL5T+WcO/tnyDsxi/Y6BaR6eIvfzuJrg2Uq47IHrO8tJRPPvmEoqIiioqK6N27d8K++qDNMCtXrsTn8wHg8Xj49NNPefjhh6mrq6NPnz6cfvrp3HrrrXtCxA5Ln+mTcefnMv/8u1BKEgomKfvfAMuKluBvKsYFuk8eu4ckbh/0nHAI59V8QMncZcy58B6CW8uwLIUnL4f9rzuDYTec2eovWo2mPbEvPE/7De/GzXcdxxMPf01lmS/B+mK6BCeeMYLTzhy5T8ja1tgjlpfWRFteWsaG1z9l0XV/wV8n8fuaKYmLY33Jzk3UdaOKS51PcPrqF8jq2z6CbjUajWZ3s2HdDpZ8X4zXazJoaAEDBnXRSksDWt3yotn36XfWJJb8+QVYt6VF46Vs3HHZtqHOL5jw5h1acdFoNJoU9BvQmX4DOjc/UNMidCJ5B+aYt+5GeNNaNFZKp39QOCwJhxW1tTZ9LzuNM9a+TN+Tj9jDkmo0Go1GU49WXjowOUP6cMryF8kZ2LJ2DH6fpLZaIrrk84t1bzD6L1eS0VP33tBoNBrN3kW7jTo4aV07c/rql5l/4+P8+NC/k44ZcPYERt58NnYgTOcRhbjSvXtZSo1Go9Fo6tEBu5oY/u07WHzPy6x95TPCNT5yh/Zh/2tOZfAlUxE/o06PRqPRaDQtZY9V2G0LaOVFo9FoNJq2x858f+vltEaj0Wg0mjaFVl40Go1Go9G0KbTyotFoNBqNpk2hlReNRqPRaDRtCq28aDQajUajaVNo5UWj0Wg0Gk2bQisvGo1Go9Fo2hRaedFoNBqNRtOm0MqLRqPRaDSaNoVWXjQajUaj0bQp2l1jxmi3g+rq6laWRKPRaDQaTUuJfm+3pGtRu1NeampqAOjTp08rS6LRaDQajWZnqampITc3N+WYdteYUUrJli1byM7ORgjR2uK0OtXV1fTp04dNmzbpRpV7AX2/9y76fu9d9P3eu3S0+62Uoqamhp49e2IYqaNa2p3lxTAMevfu3dpi7HPk5OR0iA//voK+33sXfb/3Lvp+71060v1uzuISRQfsajQajUajaVNo5UWj0Wg0Gk2bQisv7Ryv18sdd9yB1+ttbVE6BPp+7130/d676Pu9d9H3u2naXcCuRqPRaDSa9o22vGg0Go1Go2lTaOVFo9FoNBpNm0IrLxqNRqPRaNoUWnnRaDQajUbTptDKi0aj0Wg0mjaFVl46EP3790cIkfBz3333tbZY7YbHHnuM/v37k5aWxpgxY5g/f35ri9RuufPOOxt9locNG9baYrUbvvzyS0466SR69uyJEIJ33303Yb9Sittvv50ePXqQnp7OpEmTWL16desI28Zp7l5fdNFFjT7rU6ZMaR1h9yG08tLB+OMf/8jWrVtjP9dee21ri9QueP3115kxYwZ33HEH33//PQceeCCTJ09m+/btrS1au2X48OEJn+Wvv/66tUVqN9TV1XHggQfy2GOPJd3/wAMP8I9//IMnnniCefPmkZmZyeTJkwkEAntZ0rZPc/caYMqUKQmf9VdffXUvSrhv0u56G2lSk52dTffu3VtbjHbHQw89xOWXX87FF18MwBNPPMHMmTN59tlnufnmm1tZuvaJy+XSn+U9xNSpU5k6dWrSfUopHn74YW699VZOOeUUAF544QW6devGu+++y9lnn703RW3zpLrXUbxer/6sN0BbXjoY9913H126dOHggw/mL3/5C5ZltbZIbZ5QKMTChQuZNGlSbJthGEyaNIk5c+a0omTtm9WrV9OzZ08KCws599xz2bhxY2uL1CFYt24d27ZtS/i85+bmMmbMGP1530PMnj2brl27MnToUK666irKy8tbW6RWR1teOhDXXXcdhxxyCHl5eXz77bfccsstbN26lYceeqi1RWvTlJWVYds23bp1S9jerVs3VqxY0UpStW/GjBnDv/71L4YOHcrWrVu56667OOqoo1i2bBnZ2dmtLV67Ztu2bQBJP+/RfZrdx5QpUzjttNMYMGAAa9as4fe//z1Tp05lzpw5mKbZ2uK1Glp5aePcfPPN3H///SnHLF++nGHDhjFjxozYtpEjR+LxePjVr37Fvffeq3tnaNoU8Wb2kSNHMmbMGPr168cbb7zBpZde2oqSaTS7l3g33IgRIxg5ciQDBw5k9uzZTJw4sRUla1208tLG+c1vfsNFF12UckxhYWHS7WPGjMGyLNavX8/QoUP3gHQdg/z8fEzTpKSkJGF7SUmJ9lPvJTp16sSQIUMoKipqbVHaPdHPdElJCT169IhtLykp4aCDDmolqToOhYWF5OfnU1RUpJUXTduloKCAgoKCn3XsokWLMAyDrl277mapOhYej4dRo0Yxa9YsTj31VACklMyaNYtrrrmmdYXrINTW1rJmzRrOP//81hal3TNgwAC6d+/OrFmzYspKdXU18+bN46qrrmpd4ToAmzdvpry8PEFx7Iho5aWDMGfOHObNm8eECRPIzs5mzpw53HDDDZx33nl07ty5tcVr88yYMYMLL7yQQw89lNGjR/Pwww9TV1cXyz7S7F5uvPFGTjrpJPr168eWLVu44447ME2T6dOnt7Zo7YLa2toEK9a6detYtGgReXl59O3bl1//+tf8+c9/ZvDgwQwYMIDbbruNnj17xpR3TctJda/z8vK46667OP300+nevTtr1qzhpptuYtCgQUyePLkVpd4HUJoOwcKFC9WYMWNUbm6uSktLU/vtt5+65557VCAQaG3R2g2PPPKI6tu3r/J4PGr06NFq7ty5rS1Su+Wss85SPXr0UB6PR/Xq1UudddZZqqioqLXFajd8/vnnCmj0c+GFFyqllJJSqttuu01169ZNeb1eNXHiRLVy5crWFbqNkupe+3w+dfzxx6uCggLldrtVv3791OWXX662bdvW2mK3OkIppVpLcdJoNBqNRqPZWXSdF41Go9FoNG0KrbxoNBqNRqNpU2jlRaPRaDQaTZtCKy8ajUaj0WjaFFp50Wg0Go1G06bQyotGo9FoNJo2hVZeNBqNRqPRtCm08qLRaDQajaZNoZUXjUaj0Wg0bQqtvGg0Go1Go2lTaOVFo9FoNBpNm+L/A1kDSkjl67+fAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 12
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
